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    <title>All desks on Intelligent Artifact</title>
    <link>https://intelligentartifact.com/all/</link>
    <description>Recent content in All desks on Intelligent Artifact</description>
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    <item>
      <title>Estimate the options, explain the risks — Sean Goedecke</title>
      <link>https://intelligentartifact.com/software/how-i-estimate-work-sean-goedecke/</link>
      <pubDate>Tue, 20 Oct 2026 09:46:43 -0400</pubDate>
      <guid>https://intelligentartifact.com/software/how-i-estimate-work-sean-goedecke/</guid>
      <description>Sean Goedecke treats a deadline as a constraint for choosing a design, then gives managers several approaches with explicit risks. His focus is unfamiliar work in large codebases.</description>
    </item>
    <item>
      <title>Free Urban Farm Volunteering on Randall&#39;s Island, October 25</title>
      <link>https://intelligentartifact.com/nyc/free-urban-farm-volunteering-on-randalls-island-october-25/</link>
      <pubDate>Tue, 20 Oct 2026 09:40:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/nyc/free-urban-farm-volunteering-on-randalls-island-october-25/</guid>
      <description>Spend Sunday morning doing farm chores and composting at a one-acre educational farm. New volunteers must register; younger participants need an adult or waiver.</description>
    </item>
    <item>
      <title>Training a Jev-Style Head Exposes Order Bias and Padding Bugs</title>
      <link>https://intelligentartifact.com/jev/jev-style-pointer-head-order-calibration/</link>
      <pubDate>Tue, 20 Oct 2026 09:30:53 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/jev-style-pointer-head-order-calibration/</guid>
      <description>Divye Singh trains a small scoring head over a frozen model, then checks option order, masked loss, and probability calibration on synthetic support tickets.</description>
    </item>
    <item>
      <title>Jev Leads a New Decision Index, but Confidence Still Needs Testing</title>
      <link>https://intelligentartifact.com/jev/artificial-analysis-decision-index-calibration/</link>
      <pubDate>Tue, 20 Oct 2026 09:30:53 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/artificial-analysis-decision-index-calibration/</guid>
      <description>Artificial Analysis compares bounded decisions across four tests. Jev leads the decision-model composite, while knowledge, reasoning, and calibration expose different limits.</description>
    </item>
    <item>
      <title>Control Resonant Makes Navigation a Player Decision</title>
      <link>https://intelligentartifact.com/gamedev/control-resonant-signposting-player-choice/</link>
      <pubDate>Tue, 20 Oct 2026 09:23:53 -0400</pubDate>
      <guid>https://intelligentartifact.com/gamedev/control-resonant-signposting-player-choice/</guid>
      <description>Bryant Francis examines Remedy&amp;#39;s approach to signposting: preserve the pleasure of finding a route while giving players consistent environmental cues.</description>
    </item>
    <item>
      <title>Israel Fears NAZA. Why Don’t Our Films Scare Anyone? — Jacobin</title>
      <link>https://intelligentartifact.com/culture/naza-war-guilt-and-the-politics-of-antiwar-cinema/</link>
      <pubDate>Tue, 20 Oct 2026 09:11:32 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/naza-war-guilt-and-the-politics-of-antiwar-cinema/</guid>
      <description>Alex McCarron asks what anti-war cinema loses when soldiers&amp;#39; trauma displaces responsibility for the people they harm.</description>
    </item>
    <item>
      <title>Who Was Emily Brontë? — The Nation</title>
      <link>https://intelligentartifact.com/culture/emily-bronte-biography-without-familiarity/</link>
      <pubDate>Tue, 20 Oct 2026 09:11:32 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/emily-bronte-biography-without-familiarity/</guid>
      <description>Sarah Chihaya finds a biography that reconstructs Brontë&amp;#39;s everyday world while respecting how little we can know of her.</description>
    </item>
    <item>
      <title>Claude Code for creators: AI editing is here — Brooke Lacey</title>
      <link>https://intelligentartifact.com/posts/claude-code-for-creators-ai-editing-is-here/</link>
      <pubDate>Mon, 19 Oct 2026 12:00:39 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/claude-code-for-creators-ai-editing-is-here/</guid>
      <description>Brooke Lacey shows Claire Vo how she uses Claude Code, FFmpeg, and Whisper to turn phone footage into short-form videos, learn her delivery, and mine audience comments.</description>
    </item>
    <item>
      <title>AI should feed an investor&#39;s judgment — Anekha Sokhal</title>
      <link>https://intelligentartifact.com/posts/investor-context-ai-moshi-anekha-sokhal/</link>
      <pubDate>Tue, 20 Oct 2026 08:00:19 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/investor-context-ai-moshi-anekha-sokhal/</guid>
      <description>Moshi founder Anekha Sokhal argues that AI should gather and check market information while investors keep the decision. She describes a six-agent system, traceable claims and the hidden cost of losing apprenticeship.</description>
    </item>
    <item>
      <title>Shipping AI through bank compliance — Al Chen</title>
      <link>https://intelligentartifact.com/posts/banking-ai-compliance-al-chen/</link>
      <pubDate>Tue, 20 Oct 2026 09:00:06 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/banking-ai-compliance-al-chen/</guid>
      <description>Al Chen of Cisco explains how exploit tests, verified restores and privacy checks help banks move AI into production. The bottleneck also includes image approvals, GPU procurement and internal ownership.</description>
    </item>
    <item>
      <title>WhatsApp&#39;s Hidden Notes Told AI Not to Recommend a Regulator — Dan Saltman</title>
      <link>https://intelligentartifact.com/posts/whatsapp-hidden-ai-instructions/</link>
      <pubDate>Tue, 20 Oct 2026 09:02:27 -0400</pubDate>
      <guid>https://intelligentartifact.com/posts/whatsapp-hidden-ai-instructions/</guid>
      <description>Redact found instructions that withheld public escalation routes from chatbot answers. Whether any bot followed them remains untested.</description>
    </item>
    <item>
      <title>Approve the Action an Agent Will Actually Run</title>
      <link>https://intelligentartifact.com/papers/approve-what-exactly-agent-step-up/</link>
      <pubDate>Thu, 15 Oct 2026 01:11:23 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/approve-what-exactly-agent-step-up/</guid>
      <description>Agent Step-Up tests whether approval screens show the real action and whether that action can change after approval.</description>
    </item>
    <item>
      <title>NYC Digest - 2026-10-20</title>
      <link>https://intelligentartifact.com/nyc/nyc-digest-2026-10-20/</link>
      <pubDate>Tue, 20 Oct 2026 07:55:31 -0400</pubDate>
      <guid>https://intelligentartifact.com/nyc/nyc-digest-2026-10-20/</guid>
      <description>Free East Village bluegrass tonight, Wednesday jazz in Astoria, and ongoing art and museum outings; Onishi reopens today and AMNH closes early.</description>
    </item>
    <item>
      <title>Scale and Reflection repair coding tests and grade patches in clean containers</title>
      <link>https://intelligentartifact.com/papers/swe-bench-pro-v2-clean-grading/</link>
      <pubDate>Fri, 16 Oct 2026 20:26:37 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/swe-bench-pro-v2-clean-grading/</guid>
      <description>SWE-Bench Pro V2 separates bad instructions from evaluation exploits. Its strongest systems already approach the repaired test set&amp;#39;s ceiling.</description>
    </item>
    <item>
      <title>Combining two instruction files can make a model ignore one</title>
      <link>https://intelligentartifact.com/papers/skillclash-combining-instruction-files/</link>
      <pubDate>Sun, 18 Oct 2026 07:11:24 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/skillclash-combining-instruction-files/</guid>
      <description>SkillClash isolates failures after both skills are loaded. A correct combined example repairs much of the lost rule compliance.</description>
    </item>
    <item>
      <title>Automatic prompt tuning helps local math tests but can hurt question answering</title>
      <link>https://intelligentartifact.com/papers/gepa-skillopt-local-reasoning-models/</link>
      <pubDate>Mon, 19 Oct 2026 08:45:07 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/gepa-skillopt-local-reasoning-models/</guid>
      <description>A two-model GEPA and SkillOpt study separates answer correctness, formatting, server failures, waiting time and token use.</description>
    </item>
    <item>
      <title>AI News - 2026-10-20</title>
      <link>https://intelligentartifact.com/posts/ai-news-2026-10-20/</link>
      <pubDate>Tue, 20 Oct 2026 07:27:06 -0400</pubDate>
      <guid>https://intelligentartifact.com/posts/ai-news-2026-10-20/</guid>
      <description>&lt;h2 id=&#34;deepseek-opens-its-model-serving-software&#34;&gt;DeepSeek opens its model-serving software&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;&lt;a href=&#34;https://github.com/deepseek-ai/DeepInfer&#34;&gt;DeepSeek publishes the software that runs its model&lt;/a&gt;&lt;/strong&gt; — Developers can inspect and adapt DeepInfer to run DeepSeek’s Flash model on supported server hardware.
&lt;ul&gt;
&lt;li&gt;The Apache-2.0 code supports DeepSeek-V4.1-Flash, constrained JSON output and overlapping CPU scheduling with device work. It includes offline execution examples and performance-test scripts.&lt;/li&gt;
&lt;li&gt;Supported hardware is NVIDIA SM100 GPUs or Huawei Ascend 950 processors. Prerequisites include Linux, GCC 13 or newer and Python 3.12, plus CUDA 13 or CANN 9.2 respectively.&lt;/li&gt;
&lt;li&gt;Published tests use four SM100 GPUs for prefill, the model&amp;rsquo;s first pass over a prompt, before it writes anything. Answer generation uses 64 GPUs in one tightly connected group.&lt;/li&gt;
&lt;li&gt;A complete service still needs infrastructure for the KV cache, a model&amp;rsquo;s stored working memory for a prompt. Request routing and separation of prompt processing from answer generation also remain integration work.&lt;/li&gt;
&lt;li&gt;Reproducible sampling requires a fixed per-sequence seed, batch-invariant mode and disabled variable-length drafting. Batch-invariant mode is NVIDIA-only.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Caveat:&lt;/strong&gt; Building a hosted service still requires additional infrastructure, and the supported hardware excludes ordinary consumer cards.
(&lt;a href=&#34;https://news.ycombinator.com/item?id=50163277&#34;&gt;HN 328 points · 110 comments&lt;/a&gt;)&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;agent-frameworks--tooling&#34;&gt;Agent frameworks &amp;amp; tooling&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;&lt;a href=&#34;https://blog.cloudflare.com/clairic-extraction-model/&#34;&gt;Cloudflare’s Clairic pulls typed values from documents and images&lt;/a&gt;&lt;/strong&gt; — Its hosted interface offers a cheaper component to test for extraction steps that currently use a general chatbot.&lt;/p&gt;</description>
    </item>
    <item>
      <title>Task Paralysis Needs a Smaller First Step — Joe Wilner</title>
      <link>https://intelligentartifact.com/psych/task-paralysis-starting-small/</link>
      <pubDate>Tue, 20 Oct 2026 10:00:00 +0000</pubDate>
      <guid>https://intelligentartifact.com/psych/task-paralysis-starting-small/</guid>
      <description>A therapist&amp;#39;s guide to goal management training puts the work into a repeatable sequence: pause, name the goal, shrink the action and check where you are.</description>
    </item>
    <item>
      <title>John Berger and the art of paying attention — NYT Magazine</title>
      <link>https://intelligentartifact.com/culture/john-berger-and-the-art-of-paying-attention/</link>
      <pubDate>Mon, 19 Oct 2026 22:16:01 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/john-berger-and-the-art-of-paying-attention/</guid>
      <description>A.O. Scott returns to Berger&amp;#39;s criticism, where looking at art joins pleasure, memory, and political history without reducing one to another.</description>
    </item>
    <item>
      <title>Digger and the argument over bad climate art</title>
      <link>https://intelligentartifact.com/culture/digger-and-the-argument-over-bad-climate-art/</link>
      <pubDate>Mon, 19 Oct 2026 22:16:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/digger-and-the-argument-over-bad-climate-art/</guid>
      <description>Two defenses and a sharp dissent ask whether Digger makes artistic failure meaningful, or simply makes audiences sit through it.</description>
    </item>
    <item>
      <title>The Right Words in the Right Order — The Ideas Letter</title>
      <link>https://intelligentartifact.com/culture/right-words-literacy-and-the-freedom-to-get-it-wrong/</link>
      <pubDate>Mon, 19 Oct 2026 22:09:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/right-words-literacy-and-the-freedom-to-get-it-wrong/</guid>
      <description>William Davies traces today&amp;#39;s literacy panic to decades of treating language as measurable task completion, and argues for the freedom to experiment.</description>
    </item>
    <item>
      <title>Mother of Pearls — The Baffler</title>
      <link>https://intelligentartifact.com/culture/mother-of-pearls-arch-connelly-and-museum-value/</link>
      <pubDate>Mon, 19 Oct 2026 22:09:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/mother-of-pearls-arch-connelly-and-museum-value/</guid>
      <description>Jeremy Lybarger follows Arch Connelly&amp;#39;s queer glitter-and-pearls art from drag theater to a luxury-backed museum survey.</description>
    </item>
    <item>
      <title>ToolBottleneckBench traces agent failures to execution limits</title>
      <link>https://intelligentartifact.com/papers/toolbottleneckbench/</link>
      <pubDate>Thu, 15 Oct 2026 01:59:58 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/toolbottleneckbench/</guid>
      <description>A larger tool menu looked like worse tool use until researchers raised the model&amp;#39;s response allowance.</description>
    </item>
    <item>
      <title>FEB-30 checks stored facts alongside an agent&#39;s answers</title>
      <link>https://intelligentartifact.com/papers/feb-30-agent-memory-evaluation/</link>
      <pubDate>Thu, 15 Oct 2026 16:58:12 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/feb-30-agent-memory-evaluation/</guid>
      <description>A memory test follows facts as they change, exposing errors that answer scores can hide or misdiagnose.</description>
    </item>
    <item>
      <title>How to Evaluate Coding Agents</title>
      <link>https://intelligentartifact.com/posts/how-to-evaluate-coding-agents/</link>
      <pubDate>Mon, 19 Oct 2026 21:30:23 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/how-to-evaluate-coding-agents/</guid>
      <description>Momento&amp;#39;s Khawaja Shams explains realistic coding tasks, leaked answers, repeated trials, and the traces that make agent scores worth trusting.</description>
    </item>
    <item>
      <title>Rewriting learned skills can erase most of an agent&#39;s gains</title>
      <link>https://intelligentartifact.com/papers/skill-policy-coevolution-trap/</link>
      <pubDate>Wed, 14 Oct 2026 19:29:45 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/skill-policy-coevolution-trap/</guid>
      <description>CODA tests jointly trained models and skill libraries after their instructions change. Even paraphrases can break previously successful tasks.</description>
    </item>
    <item>
      <title>Large skill libraries can make agents stop opening the right instructions</title>
      <link>https://intelligentartifact.com/papers/lost-in-implicit-routing/</link>
      <pubDate>Tue, 13 Oct 2026 15:12:12 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/lost-in-implicit-routing/</guid>
      <description>A controlled study separates finding a skill, opening its instructions and completing the task. Choosing skills before execution helps, with costs.</description>
    </item>
    <item>
      <title>DSPy 3.4.1 changes how GEPA proposes instructions</title>
      <link>https://intelligentartifact.com/dspy/dspy-341-gepa-proposal-failures/</link>
      <pubDate>Mon, 19 Oct 2026 14:22:43 -0400</pubDate>
      <guid>https://intelligentartifact.com/dspy/dspy-341-gepa-proposal-failures/</guid>
      <description>Structured reflection preserves richer examples, but incompatible reflection models can leave an optimization run unchanged.</description>
    </item>
    <item>
      <title>Netflix gives incident tools a shared language</title>
      <link>https://intelligentartifact.com/software/netflix-ontology-driven-observability/</link>
      <pubDate>Mon, 19 Oct 2026 13:54:07 -0400</pubDate>
      <guid>https://intelligentartifact.com/software/netflix-ontology-driven-observability/</guid>
      <description>Netflix connects telemetry, deployments and incident discussions through a validated knowledge graph. Its agents propose evidence-backed hypotheses; engineers still decide what happened.</description>
    </item>
    <item>
      <title>It&#39;s Still OK to Enjoy Programming — Chris Kiehl</title>
      <link>https://intelligentartifact.com/software/it-is-still-ok-to-enjoy-programming/</link>
      <pubDate>Mon, 19 Oct 2026 13:47:03 -0400</pubDate>
      <guid>https://intelligentartifact.com/software/it-is-still-ok-to-enjoy-programming/</guid>
      <description>A buggy Breakout clone and some difficult weekend experiments make Chris Kiehl&amp;#39;s case for programming without an economic justification.</description>
    </item>
    <item>
      <title>The Political Economy of Cognitive Dissonance — Jacobin</title>
      <link>https://intelligentartifact.com/culture/silkwood-denial-and-working-class-power/</link>
      <pubDate>Mon, 19 Oct 2026 13:10:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/silkwood-denial-and-working-class-power/</guid>
      <description>Peter Dorman reads Silkwood as a story about how economic dependence makes danger harder to acknowledge and union power makes action imaginable.</description>
    </item>
    <item>
      <title>How Revolutionary, Really, Was Christianity? — Jacobin</title>
      <link>https://intelligentartifact.com/culture/christianity-roman-roads-and-borrowed-stories/</link>
      <pubDate>Mon, 19 Oct 2026 13:10:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/christianity-roman-roads-and-borrowed-stories/</guid>
      <description>Molly Judd reviews Christianity&amp;#39;s emergence through Roman roads, shared languages, borrowed stories, and familiar images.</description>
    </item>
    <item>
      <title>Specs help developers clarify intent, but keeping them current costs work</title>
      <link>https://intelligentartifact.com/papers/spec-driven-development-as-prescribed-and-as-practiced/</link>
      <pubDate>Tue, 25 Aug 2026 22:43:30 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/spec-driven-development-as-prescribed-and-as-practiced/</guid>
      <description>A practitioner study separates reported agent reliability from measured repository habits and the work of maintaining specs.</description>
    </item>
    <item>
      <title>Probe-and-Resume tests an agent&#39;s finished work in disposable copies</title>
      <link>https://intelligentartifact.com/papers/probe-and-resume/</link>
      <pubDate>Thu, 15 Oct 2026 01:42:54 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/probe-and-resume/</guid>
      <description>A second model runs checks after completion, then sends failures back while preserving the working agent&amp;#39;s state.</description>
    </item>
    <item>
      <title>What Is Loop Engineering? Building Better AI Agents</title>
      <link>https://intelligentartifact.com/posts/what-is-loop-engineering-building-better-ai-agents/</link>
      <pubDate>Mon, 19 Oct 2026 11:00:06 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/what-is-loop-engineering-building-better-ai-agents/</guid>
      <description>Martin Keen explains the goals, triggers, context, tools and human checks around an agent&amp;#39;s act–observe–adjust loop.</description>
    </item>
    <item>
      <title>How the Top 1% of Developers Write Code in the AI Era</title>
      <link>https://intelligentartifact.com/posts/how-the-top-1-percent-of-developers-write-code-in-the-ai-era/</link>
      <pubDate>Sun, 18 Oct 2026 16:00:11 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/how-the-top-1-percent-of-developers-write-code-in-the-ai-era/</guid>
      <description>Maddy Zhang&amp;#39;s eight rules for reviewing AI-generated code, preserving error signals, limiting production risk and checking dependencies.</description>
    </item>
    <item>
      <title>Tasty Chef sells with openly AI-generated art — Code Monkey</title>
      <link>https://intelligentartifact.com/gamedev/tasty-chef-ai-assets-player-reviews/</link>
      <pubDate>Mon, 19 Oct 2026 11:23:34 -0400</pubDate>
      <guid>https://intelligentartifact.com/gamedev/tasty-chef-ai-assets-player-reviews/</guid>
      <description>Code Monkey reports $200,000 in estimated gross sales and 92% positive reviews. One successful cooking game leaves the wider market question open.</description>
    </item>
    <item>
      <title>AI is ushering in an age of personal media — Benj Edwards</title>
      <link>https://intelligentartifact.com/posts/ai-is-ushering-in-an-age-of-personal-media/</link>
      <pubDate>Mon, 19 Oct 2026 10:00:24 -0400</pubDate>
      <guid>https://intelligentartifact.com/posts/ai-is-ushering-in-an-age-of-personal-media/</guid>
      <description>Benj Edwards makes songs and games for an audience of one. Their private value can be real while the consequences for creative workers remain unresolved.</description>
    </item>
    <item>
      <title>Free Halloween Boo Bash on Randall&#39;s Island, October 24</title>
      <link>https://intelligentartifact.com/nyc/free-halloween-boo-bash-on-randalls-island-october-24/</link>
      <pubDate>Mon, 19 Oct 2026 09:31:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/nyc/free-halloween-boo-bash-on-randalls-island-october-24/</guid>
      <description>Costumes, bubbling, hip-hop juggling, crafts, and dance fill the White Garden on Saturday afternoon. Free entry; no registration required.</description>
    </item>
    <item>
      <title>The Old-School Ambition of “The Brightness” — The New Yorker</title>
      <link>https://intelligentartifact.com/culture/the-brightness-realism-and-social-pressure/</link>
      <pubDate>Mon, 19 Oct 2026 09:10:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/the-brightness-realism-and-social-pressure/</guid>
      <description>B. D. McClay finds perceptive characters in Chad Harbach&amp;#39;s new novel, but asks where their society&amp;#39;s pressures have gone.</description>
    </item>
    <item>
      <title>If You Don&#39;t Run Your Own LLM Proxy, How Do You Even Know Whats Going On? — Jared Siegel</title>
      <link>https://intelligentartifact.com/posts/if-you-dont-run-your-own-llm-proxy-how-the-fuck-do-you-even-know-whats-going-on/</link>
      <pubDate>Mon, 19 Oct 2026 09:05:38 -0400</pubDate>
      <guid>https://intelligentartifact.com/posts/if-you-dont-run-your-own-llm-proxy-how-the-fuck-do-you-even-know-whats-going-on/</guid>
      <description>Request-level logs make coding agents easier to debug. The HN discussion asks whether that requires putting another service in every request&amp;#39;s path.</description>
    </item>
    <item>
      <title>AI Models Can Provably Hide Arbitrary Capabilities</title>
      <link>https://intelligentartifact.com/papers/ai-models-can-provably-hide-arbitrary-capabilities/</link>
      <pubDate>Fri, 09 Oct 2026 17:55:06 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/ai-models-can-provably-hide-arbitrary-capabilities/</guid>
      <description>Encrypted networks expose a limit of capability testing: failing to uncover an ability cannot universally prove it absent from adversarially supplied weights.</description>
    </item>
    <item>
      <title>NYC Digest - 2026-10-19</title>
      <link>https://intelligentartifact.com/nyc/nyc-digest-2026-10-19/</link>
      <pubDate>Mon, 19 Oct 2026 07:53:22 -0400</pubDate>
      <guid>https://intelligentartifact.com/nyc/nyc-digest-2026-10-19/</guid>
      <description>Nine NYC outings: free East Village bluegrass tomorrow, Agenda Fest this weekend, uptown exhibitions and self-guided walks.</description>
    </item>
    <item>
      <title>Arcade measures when searching for tools cuts the bill</title>
      <link>https://intelligentartifact.com/papers/tool-recommendation-multistep-agents/</link>
      <pubDate>Fri, 16 Oct 2026 16:30:38 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/tool-recommendation-multistep-agents/</guid>
      <description>Arcade compares finding tools on demand with listing 100 tools in every request. Savings depend on search frequency, prompt caching and how the client handles large results.</description>
    </item>
    <item>
      <title>TokenEconomizer learns where coding assistants waste money</title>
      <link>https://intelligentartifact.com/papers/tokeneconomizer-coding-agent-cost-control/</link>
      <pubDate>Thu, 15 Oct 2026 23:06:57 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/tokeneconomizer-coding-agent-cost-control/</guid>
      <description>An external controller learns short repository instructions, hides unused tools and redirects stalled work. Reported savings include its own model requests and prompt-cache discounts.</description>
    </item>
    <item>
      <title>SchemaShield-Lite repairs broken requests after tool descriptions change</title>
      <link>https://intelligentartifact.com/papers/schemashield-lite-tool-request-repair/</link>
      <pubDate>Fri, 16 Oct 2026 11:49:37 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/schemashield-lite-tool-request-repair/</guid>
      <description>Validation and a constrained retry recover tool-request errors in controlled Qwen tests. The strongest results depend on resolving a usable tool name, with weaker gains outside that model family.</description>
    </item>
    <item>
      <title>Munin lets research groups question papers on their own servers</title>
      <link>https://intelligentartifact.com/papers/muninai-self-hosted-research-assistant/</link>
      <pubDate>Fri, 16 Oct 2026 13:56:37 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/muninai-self-hosted-research-assistant/</guid>
      <description>Munin combines local paper search, full-text reading and citation checks with a rerunnable evaluation suite. Its strongest result permits web access and depends on a private reference corpus.</description>
    </item>
    <item>
      <title>AI News - 2026-10-19</title>
      <link>https://intelligentartifact.com/posts/ai-news-2026-10-19/</link>
      <pubDate>Mon, 19 Oct 2026 07:27:31 -0400</pubDate>
      <guid>https://intelligentartifact.com/posts/ai-news-2026-10-19/</guid>
      <description>&lt;h2 id=&#34;agent-frameworks--tooling&#34;&gt;Agent frameworks &amp;amp; tooling&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;&lt;a href=&#34;https://arxiv.org/abs/2610.23480&#34;&gt;Munin lets research groups question papers on their own servers&lt;/a&gt;&lt;/strong&gt; &lt;a href=&#34;https://intelligentartifact.com/papers/muninai-self-hosted-research-assistant/&#34;&gt;paper notes →&lt;/a&gt; — Its released software includes tests you can rerun after changing the model or paper collection.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;An agent is a model running a multi-step task with tools. Munin searches papers, reads full passages and attaches citations to its answers.&lt;/li&gt;
&lt;li&gt;The harness is the software around a model that runs its tools, files and commands. The &lt;a href=&#34;https://github.com/elgetilab/munin&#34;&gt;Apache-2.0 repository&lt;/a&gt; combines Docker Compose, Qdrant document search and a Neo4j citation graph.&lt;/li&gt;
&lt;li&gt;On 199 literature questions, Qwen3.8-27B answered 87.4% correctly with the full system, versus 38.7% unaided and 21.1% with five retrieved documents.&lt;/li&gt;
&lt;li&gt;That full-system result permits web access. Blocking outbound requests lowers the same model’s accuracy to 66.3%, separating local-document usefulness from outside help.&lt;/li&gt;
&lt;li&gt;You supply a model through an OpenAI-compatible endpoint. The reference setup uses two RTX 5090 cards with 32 GB each and a 68,500-paper collection. All groups share access to that paper collection.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Caveat:&lt;/strong&gt; A fresh installation starts with an empty collection, so the published accuracy depends on rebuilding the relevant corpus and evaluation setup.
(arXiv 2610.23480)&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;&lt;a href=&#34;https://contextfirst.blog/superlite-hand-an-agent-a-spec/&#34;&gt;Superlite builds from a spec with fewer approval stops&lt;/a&gt;&lt;/strong&gt; — The plugin is worth testing when you already know the requirements and want independent coding tasks to run together.&lt;/p&gt;</description>
    </item>
    <item>
      <title>Start here: learn DSPy by improving one small program</title>
      <link>https://intelligentartifact.com/dspy/start-here/</link>
      <pubDate>Mon, 19 Oct 2026 00:35:30 -0400</pubDate>
      <guid>https://intelligentartifact.com/dspy/start-here/</guid>
      <description>A practical path from signatures to evaluation, prompt optimization, and a saved program you can compare honestly.</description>
    </item>
    <item>
      <title>Metrics before optimizers</title>
      <link>https://intelligentartifact.com/dspy/metrics-before-optimizers/</link>
      <pubDate>Mon, 19 Oct 2026 00:35:30 -0400</pubDate>
      <guid>https://intelligentartifact.com/dspy/metrics-before-optimizers/</guid>
      <description>Define success, measure a baseline, and reserve unseen examples before asking DSPy to improve a program.</description>
    </item>
    <item>
      <title>GEPA: turn failures into useful feedback</title>
      <link>https://intelligentartifact.com/dspy/gepa-feedback-and-held-out-tests/</link>
      <pubDate>Mon, 19 Oct 2026 00:35:30 -0400</pubDate>
      <guid>https://intelligentartifact.com/dspy/gepa-feedback-and-held-out-tests/</guid>
      <description>Use reflective prompt optimization after the baseline, with a real budget and an untouched final test set.</description>
    </item>
    <item>
      <title>Hybrid Reasoning Agents</title>
      <link>https://intelligentartifact.com/papers/hybrid-reasoning-agents/</link>
      <pubDate>Tue, 13 Oct 2026 17:59:31 +0000</pubDate>
      <guid>https://intelligentartifact.com/papers/hybrid-reasoning-agents/</guid>
      <description>HybridAgent mixes internal vector-based computation with text for tools and inspection. Matched-model tests show stronger search results, but the cost savings cover estimated generation compute.</description>
    </item>
    <item>
      <title>reflex-code-search Shortlists Locally, but Its Jev Label Can Mislead</title>
      <link>https://intelligentartifact.com/jev/reflex-code-search-jev-fallback-provenance/</link>
      <pubDate>Sun, 18 Oct 2026 22:30:35 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/reflex-code-search-jev-fallback-provenance/</guid>
      <description>A small code-search project makes hosted reranking optional and exposes a provenance bug: local fallback results still carry the Jev provider label.</description>
    </item>
    <item>
      <title>AI-PM Wiki Fixed a Jev Fallback That Measured the Wrong Question</title>
      <link>https://intelligentartifact.com/jev/aipm-highlight-confidence-wrong-question/</link>
      <pubDate>Sun, 18 Oct 2026 22:30:35 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/aipm-highlight-confidence-wrong-question/</guid>
      <description>An inspectable highlighting service separates whether a paragraph deserves attention from uncertainty about its colour and importance.</description>
    </item>
    <item>
      <title>Mental-Health Support and the Benefits Bill — Anna Bawden and Kiran Stacey</title>
      <link>https://intelligentartifact.com/psych/mental-health-support-and-the-benefits-bill/</link>
      <pubDate>Sun, 18 Oct 2026 18:30:19 +0000</pubDate>
      <guid>https://intelligentartifact.com/psych/mental-health-support-and-the-benefits-bill/</guid>
      <description>Alan Milburn and Peter Fonagy propose earlier, integrated help for young people. Financing it through welfare cuts raises a separate question about security while that help arrives.</description>
    </item>
    <item>
      <title>Someone Behind the Software — Karri Saarinen</title>
      <link>https://intelligentartifact.com/software/someone-behind-the-software/</link>
      <pubDate>Sun, 18 Oct 2026 13:46:40 -0400</pubDate>
      <guid>https://intelligentartifact.com/software/someone-behind-the-software/</guid>
      <description>Karri Saarinen on earned intuition, shared product judgment, and why individually sound features can make the whole product worse.</description>
    </item>
    <item>
      <title>Jev Speeds Up Scribe Routing, but the Test Never Grades a Clinical Note</title>
      <link>https://intelligentartifact.com/jev/jev-clinical-scribe-triage-benchmark/</link>
      <pubDate>Sun, 18 Oct 2026 13:28:07 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/jev-clinical-scribe-triage-benchmark/</guid>
      <description>Gbenga Awodokun’s six-transcript comparison exposes different failure patterns, modest whole-workflow savings, and the limits of a clinical-safety headline.</description>
    </item>
    <item>
      <title>The Video Game Industry’s Crisis Is a Crisis of Capitalism — Jacobin</title>
      <link>https://intelligentartifact.com/culture/montreal-game-workers-capitalism-and-union-power/</link>
      <pubDate>Sun, 18 Oct 2026 13:06:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/montreal-game-workers-capitalism-and-union-power/</guid>
      <description>Montreal’s game workers confront an industry built with public subsidies but governed by private owners, with passion used to excuse insecurity.</description>
    </item>
    <item>
      <title>Anwar Shaikh Changed My Life — Jacobin</title>
      <link>https://intelligentartifact.com/culture/anwar-shaikh-changed-my-life-tonak/</link>
      <pubDate>Sun, 18 Oct 2026 13:06:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/anwar-shaikh-changed-my-life-tonak/</guid>
      <description>E. Ahmet Tonak remembers a teacher who made Marxist economics measurable and opened a path from political exile to a lifetime of collaboration.</description>
    </item>
    <item>
      <title>Parser Combinators — t3.at</title>
      <link>https://intelligentartifact.com/software/parser-combinators/</link>
      <pubDate>Sun, 18 Oct 2026 13:02:07 -0400</pubDate>
      <guid>https://intelligentartifact.com/software/parser-combinators/</guid>
      <description>Build a text parser from small functions, then read the HN discussion for the failure cases a friendly introduction leaves aside.</description>
    </item>
    <item>
      <title>Mental-Health Care Beyond the Eighteenth Birthday — Denise Al Mari-de Waal and Aaron Hume</title>
      <link>https://intelligentartifact.com/psych/mental-health-care-beyond-eighteen/</link>
      <pubDate>Sun, 18 Oct 2026 16:18:53 +0000</pubDate>
      <guid>https://intelligentartifact.com/psych/mental-health-care-beyond-eighteen/</guid>
      <description>Two cerebral palsy advocates describe the loss of support at adulthood and call for lifelong care that includes specialist mental-health services.</description>
    </item>
    <item>
      <title>Six Voices for a Mind in Distress — Clive Paget</title>
      <link>https://intelligentartifact.com/psych/six-voices-for-a-mind-in-distress/</link>
      <pubDate>Sun, 18 Oct 2026 15:03:23 +0000</pubDate>
      <guid>https://intelligentartifact.com/psych/six-voices-for-a-mind-in-distress/</guid>
      <description>A revival of Sarah Kane&amp;#39;s 4.48 Psychosis gives depression six overlapping voices. Clive Paget asks what music reveals, and what it fixes too firmly in place.</description>
    </item>
    <item>
      <title>GitHub Trending — 2026-10-18</title>
      <link>https://intelligentartifact.com/repos/github-trending-2026-10-18/</link>
      <pubDate>Sun, 18 Oct 2026 10:01:46 -0400</pubDate>
      <guid>https://intelligentartifact.com/repos/github-trending-2026-10-18/</guid>
      <description>&lt;p&gt;GitHub Trending, week ending October 18, 2026: one new pick after excluding repositories already covered in recent roundups.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;&lt;a href=&#34;https://github.com/storytold/artcraft&#34;&gt;storytold/artcraft&lt;/a&gt;&lt;/strong&gt; — an AI image-and-video editor with 2D layers, 3D scene staging, and camera controls for artists who want to compose a shot before generating it.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Caveat:&lt;/strong&gt; model availability varies by provider; the open-source editor’s license does not cover external generation services.&lt;/p&gt;</description>
    </item>
    <item>
      <title>Free Tree Identification Walk at Tompkins Square Park, October 25</title>
      <link>https://intelligentartifact.com/nyc/free-tree-identification-walk-at-tompkins-square-park-october-25/</link>
      <pubDate>Sun, 18 Oct 2026 09:35:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/nyc/free-tree-identification-walk-at-tompkins-square-park-october-25/</guid>
      <description>Urban Park Rangers lead a free one-hour fall tree walk in the East Village. Meet at Avenue A and St. Marks Place; no registration required.</description>
    </item>
    <item>
      <title>CJ Hendry&#39;s Free Flower Market in Greenpoint Through October 19</title>
      <link>https://intelligentartifact.com/nyc/cj-hendrys-free-flower-market-in-greenpoint-through-october-19/</link>
      <pubDate>Sun, 18 Oct 2026 09:35:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/nyc/cj-hendrys-free-flower-market-in-greenpoint-through-october-19/</guid>
      <description>A free art installation at 279 Calyer Street gives every visitor one plush flower. Open 10 a.m.–6 p.m. through Monday, October 19.</description>
    </item>
    <item>
      <title>Jev Finds Photo Focal Points Cheaply, but Some Crops Still Miss</title>
      <link>https://intelligentartifact.com/jev/jev-photo-focal-points-crop-evaluation/</link>
      <pubDate>Sun, 18 Oct 2026 09:28:11 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/jev-photo-focal-points-crop-evaluation/</guid>
      <description>Marcus Johansson compares photo-cropping methods against his own marked focal points, exposing the gap between finding an object and keeping the right subject visible.</description>
    </item>
    <item>
      <title>DeepInfra’s Jev Tests Expose Confident Routing and a Privacy Gap</title>
      <link>https://intelligentartifact.com/jev/deepinfra-jev-five-jobs-confidence-privacy-gap/</link>
      <pubDate>Sun, 18 Oct 2026 09:28:11 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/deepinfra-jev-five-jobs-confidence-privacy-gap/</guid>
      <description>A small hands-on review shows an injection rewrite bypassing Jev, an uncertainty fallback that never fires, and why hosted screening cannot make a prompt local-only.</description>
    </item>
    <item>
      <title>Game Criticism Feeds a Designer&#39;s Next Project</title>
      <link>https://intelligentartifact.com/gamedev/game-criticism-design-nest/</link>
      <pubDate>Sun, 18 Oct 2026 09:17:07 -0400</pubDate>
      <guid>https://intelligentartifact.com/gamedev/game-criticism-design-nest/</guid>
      <description>Tim Brinkhof asks developers what long-form video essays offer: a language for player feelings, overlooked experiments, and ideas that mature between projects.</description>
    </item>
    <item>
      <title>What John Goodman Knows About Fear — The New Yorker</title>
      <link>https://intelligentartifact.com/culture/what-john-goodman-knows-about-fear/</link>
      <pubDate>Sun, 18 Oct 2026 09:06:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/what-john-goodman-knows-about-fear/</guid>
      <description>John Goodman on the physical craft behind his comic exuberance, Roseanne&amp;#39;s working-class world, and learning to work without punishing himself.</description>
    </item>
    <item>
      <title>Next Token Ep 06 — Escape the senior engineer death spiral</title>
      <link>https://intelligentartifact.com/posts/next-token-ep-06-senior-engineer-death-spiral/</link>
      <pubDate>Mon, 28 Sep 2026 15:34:16 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/next-token-ep-06-senior-engineer-death-spiral/</guid>
      <description>Sunil Pai on recovering momentum through smaller work. Rhys Sullivan revisits YC and shows how clearer contracts made his coding agents more useful.</description>
    </item>
    <item>
      <title>Next Token Ep 05 — What it costs to serve an AI model</title>
      <link>https://intelligentartifact.com/posts/next-token-ep-05-inference-economics/</link>
      <pubDate>Mon, 31 Aug 2026 14:00:53 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/next-token-ep-05-inference-economics/</guid>
      <description>Cloudflare AI product lead Michelle Chen explains model launches, GPU economics, licensing, and why cheap inference subscriptions may tighten.</description>
    </item>
    <item>
      <title>Next Token Ep 04 — Alignment, permissions, and proof that agents are done</title>
      <link>https://intelligentartifact.com/posts/next-token-ep-04-alignment-agent-verification/</link>
      <pubDate>Mon, 17 Aug 2026 17:25:16 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/next-token-ep-04-alignment-agent-verification/</guid>
      <description>Dillon Mulroy, Rhys Sullivan, and Sunil Pai debate AI containment, then inspect a coding workflow built around scoped access and visible end-to-end tests.</description>
    </item>
    <item>
      <title>Next Token Ep 01 — I Want Your Product to Enable My Agent</title>
      <link>https://intelligentartifact.com/posts/next-token-ep-01-enable-my-agent/</link>
      <pubDate>Fri, 03 Jul 2026 18:52:12 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/next-token-ep-01-enable-my-agent/</guid>
      <description>Dillon Mulroy, Rhys Sullivan, and Sunil Pai argue for products that serve a customer&amp;#39;s chosen agent. Their examples connect APIs, documentation, review loops, cloud environments, and burnout.</description>
    </item>
    <item>
      <title>Next Token Ep 00 — None of My Software Has Gotten Better</title>
      <link>https://intelligentartifact.com/posts/next-token-ep-00-software-quality/</link>
      <pubDate>Fri, 26 Jun 2026 21:52:49 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/next-token-ep-00-software-quality/</guid>
      <description>Dillon Mulroy, Rhys Sullivan, and Sunil Pai ask why more generated code has not produced better software. They compare architecture, token costs, model access, and autonomous loops.</description>
    </item>
    <item>
      <title>Next Token Ep 02: Keep control of the agent&#39;s plan</title>
      <link>https://intelligentartifact.com/posts/next-token-ep-02-human-owned-agent-workflows/</link>
      <pubDate>Thu, 23 Jul 2026 03:48:58 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/next-token-ep-02-human-owned-agent-workflows/</guid>
      <description>Dillon Mulroy shows how Pi, Plannotator, and type-driven plans keep him involved in agent-written software.</description>
    </item>
    <item>
      <title>State of Agentic Coding #11 — Armin Ronacher, Geoff Huntley, and Ben Vinegar</title>
      <link>https://intelligentartifact.com/posts/state-of-agentic-coding-11-armin-ronacher/</link>
      <pubDate>Fri, 16 Oct 2026 11:00:15 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/state-of-agentic-coding-11-armin-ronacher/</guid>
      <description>Pi Durable, a live Lisp demo, and the cost of agents whose work is getting harder to inspect.</description>
    </item>
    <item>
      <title>Image editing, model trade-offs and AI tools — Matt Wolfe</title>
      <link>https://intelligentartifact.com/posts/matt-wolfe-ai-news-october-16-2026/</link>
      <pubDate>Fri, 16 Oct 2026 16:20:28 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/matt-wolfe-ai-news-october-16-2026/</guid>
      <description>Wolfe’s weekly roundup contrasts Krea’s editing workflow, downloadable models, one-shot coding demos and the smaller updates behind product launch headlines.</description>
    </item>
    <item>
      <title>Four ways an agent’s context goes wrong — IBM Technology</title>
      <link>https://intelligentartifact.com/posts/context-engineering-four-failure-modes-ibm/</link>
      <pubDate>Thu, 15 Oct 2026 11:00:06 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/context-engineering-four-failure-modes-ibm/</guid>
      <description>Martin Keen maps four context failures to four fixes: validate mistaken notes, compact long histories, curate tools and remove superseded information.</description>
    </item>
    <item>
      <title>Designing reliable AI agents — Maddy Zhang</title>
      <link>https://intelligentartifact.com/posts/agentic-ai-system-design-maddy-zhang/</link>
      <pubDate>Sun, 27 Sep 2026 16:00:27 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/agentic-ai-system-design-maddy-zhang/</guid>
      <description>A customer-support example walks through tool design, selective memory, testing, tracing and safeguards for agents that take real actions.</description>
    </item>
    <item>
      <title>NYC Digest - 2026-10-18</title>
      <link>https://intelligentartifact.com/nyc/nyc-digest-2026-10-18/</link>
      <pubDate>Sun, 18 Oct 2026 07:47:37 -0400</pubDate>
      <guid>https://intelligentartifact.com/nyc/nyc-digest-2026-10-18/</guid>
      <description>Free Harlem jazz, Open House New York’s final-day drop-ins and a Greenpoint block party lead Sunday’s outings, with museum exhibitions, self-guided walks and a Thursday folk gig to follow.</description>
    </item>
    <item>
      <title>AI News - 2026-10-18</title>
      <link>https://intelligentartifact.com/posts/ai-news-2026-10-18/</link>
      <pubDate>Sun, 18 Oct 2026 07:26:35 -0400</pubDate>
      <guid>https://intelligentartifact.com/posts/ai-news-2026-10-18/</guid>
      <description>&lt;h2 id=&#34;deepseek-releases-an-updated-flash-model&#34;&gt;DeepSeek releases an updated Flash model&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;&lt;a href=&#34;https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017&#34;&gt;DeepSeek updates Flash with downloadable weights and better coding results&lt;/a&gt;&lt;/strong&gt; — Developers get a concrete alternative to test in coding assistants, with integration details to check before switching.
&lt;ul&gt;
&lt;li&gt;An agent is a model running a multi-step task with tools. The &lt;a href=&#34;https://api-docs.deepseek.com/news/news261017/&#34;&gt;October 17 release&lt;/a&gt; is available through DeepSeek’s app, website and API, alongside the downloadable weights.&lt;/li&gt;
&lt;li&gt;Hugging Face lists 763 billion parameters. The MIT-licensed model accepts a context of one million tokens, making the complete model far larger than a typical desktop deployment.&lt;/li&gt;
&lt;li&gt;A benchmark is a fixed set of tasks for comparing models. DeepSeek reports Terminal-Bench 4.0 success rising from 31.2% to 42.3% against the previous Flash version.&lt;/li&gt;
&lt;li&gt;DeepSWE 1.1 success rises from 74.2% to 77.0%. The harness is the software around a model that runs its tools, files and commands. Terminal-Bench uses Claude Code; DeepSWE uses Mini-SWE-V2.&lt;/li&gt;
&lt;li&gt;The release omits a Jinja chat template. Its Python reference and &lt;a href=&#34;https://github.com/deepseek-ai/deepseek-recipe&#34;&gt;deepseek-recipe toolkit&lt;/a&gt; handle prompt formatting. The local execution guide describes reference software; production serving needs a separate engine.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Caveat:&lt;/strong&gt; These are DeepSeek’s own test results, and its claims of faster completion and shorter answers still need checking on your workload.
(&lt;a href=&#34;https://news.ycombinator.com/item?id=50129045&#34;&gt;HN 868 points · 659 comments&lt;/a&gt; · r/LocalLLaMA · Techmeme)&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;agent-frameworks--tooling&#34;&gt;Agent frameworks &amp;amp; tooling&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;&lt;a href=&#34;https://startupfortune.com/opencode-breach-exposes-stored-openai-and-anthropic-keys-prompts-urgent-key-rotation/&#34;&gt;OpenCode warns that a Console breach may have exposed provider keys&lt;/a&gt;&lt;/strong&gt; — Affected Console users should replace stored provider credentials through the providers’ dashboards and check recent usage.&lt;/p&gt;</description>
    </item>
    <item>
      <title>‘You Barely Understand Regular Money’: Why Young Men Keep Gambling — Victoria Guida</title>
      <link>https://intelligentartifact.com/gambling/young-men-gambling-housing-affordability/</link>
      <pubDate>Sun, 18 Oct 2026 00:00:00 +0000</pubDate>
      <guid>https://intelligentartifact.com/gambling/young-men-gambling-housing-affordability/</guid>
      <description>Victoria Guida&amp;#39;s reported column connects housing frustration to betting&amp;#39;s promise of a shortcut, while examining the savings displaced and the safeguards being proposed.</description>
    </item>
    <item>
      <title>Fanatics CEO Expects $7B Sports Betting Marketing War Next Year — Sam McQuillan</title>
      <link>https://intelligentartifact.com/gambling/fanatics-marketing-spending-prediction-market-competition/</link>
      <pubDate>Sun, 18 Oct 2026 00:00:00 +0000</pubDate>
      <guid>https://intelligentartifact.com/gambling/fanatics-marketing-spending-prediction-market-competition/</guid>
      <description>Michael Rubin&amp;#39;s advertising forecast puts sportsbooks and prediction markets in the same contest for customers, backed by Fanatics&amp;#39; merchandise and collectibles profits.</description>
    </item>
    <item>
      <title>The Future of Programming (1982) — Anthony I. Wasserman and Steven Gutz</title>
      <link>https://intelligentartifact.com/software/the-future-of-programming-1982/</link>
      <pubDate>Sat, 17 Oct 2026 18:46:57 -0400</pubDate>
      <guid>https://intelligentartifact.com/software/the-future-of-programming-1982/</guid>
      <description>A 1982 research agenda for better tools, trustworthy reusable components, and prototypes that expose misunderstood requirements before implementation.</description>
    </item>
    <item>
      <title>AJev Makes Local Typed Decisions—but Calibration Depends on the Adapter</title>
      <link>https://intelligentartifact.com/jev/ajev-local-decisions-calibration-by-adapter/</link>
      <pubDate>Sat, 17 Oct 2026 18:27:27 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/ajev-local-decisions-calibration-by-adapter/</guid>
      <description>An inspectable Gemma-based Jev alternative exposes its probability readout, public benchmark results, and a critical difference between its calibrated 12B and raw-probability 31B adapters.</description>
    </item>
    <item>
      <title>How To Get Your Team To Invest In Evals — Hamel Husain</title>
      <link>https://intelligentartifact.com/posts/how-to-get-your-team-to-invest-in-evals/</link>
      <pubDate>Sat, 17 Oct 2026 21:30:23 +0000</pubDate>
      <guid>https://intelligentartifact.com/posts/how-to-get-your-team-to-invest-in-evals/</guid>
      <description>Review 50–100 traces, find recurring failures, and show how fixes reduce errors. Build support for evaluation through visible product improvements.</description>
    </item>
    <item>
      <title>Jev Picks Windows Controls—but the Gate Must Check the Final Action</title>
      <link>https://intelligentartifact.com/jev/jev-cu-win-text-ui-actions-policy-gap/</link>
      <pubDate>Sat, 17 Oct 2026 13:27:27 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/jev-cu-win-text-ui-actions-policy-gap/</guid>
      <description>A Windows UI Automation project makes Jev’s action menu inspectable. Offline tests pass, while mocked probes expose gaps between the checked decision and the executed command.</description>
    </item>
    <item>
      <title>A Jev Benchmark That Lets You Recompute the Scores</title>
      <link>https://intelligentartifact.com/jev/inference-benchmarks-jev-replayable-scores/</link>
      <pubDate>Sat, 17 Oct 2026 13:27:27 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/inference-benchmarks-jev-replayable-scores/</guid>
      <description>inference-benchmarks records complete model exchanges, separates valid output from correct decisions, and exposes the request-shape tradeoff in a Qwen comparison.</description>
    </item>
    <item>
      <title>Workers Can Govern, but They Need Power First — Jacobin</title>
      <link>https://intelligentartifact.com/culture/workers-can-govern-organized-labor-and-the-ballot/</link>
      <pubDate>Sat, 17 Oct 2026 13:06:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/workers-can-govern-organized-labor-and-the-ballot/</guid>
      <description>Workers rarely reach the ballot. Jared Abbott asks why a major new study discounts the unions that once helped them govern.</description>
    </item>
    <item>
      <title>The Left Needs an Answer to the Center’s New Cold War Program — Jacobin</title>
      <link>https://intelligentartifact.com/culture/cold-war-nostalgia-and-a-socialist-peace-politics/</link>
      <pubDate>Sat, 17 Oct 2026 13:06:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/cold-war-nostalgia-and-a-socialist-peace-politics/</guid>
      <description>Caleb Brennan traces how Cold War nostalgia ties domestic renewal to military rivalry, and argues for a socialist foreign policy built around peace.</description>
    </item>
    <item>
      <title>Free Fall Dance at Marine Park, October 18</title>
      <link>https://intelligentartifact.com/nyc/free-fall-dance-at-marine-park-october-18/</link>
      <pubDate>Sat, 17 Oct 2026 09:37:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/nyc/free-fall-dance-at-marine-park-october-18/</guid>
      <description>Brooklyn Dance Center brings seasonal performances to the Salt Marsh Nature Center on Sunday afternoon. Bring a blanket or chair; admission is free.</description>
    </item>
    <item>
      <title>Free Diwali Gathering at Marine Park, November 1</title>
      <link>https://intelligentartifact.com/nyc/free-diwali-gathering-at-marine-park-november-1/</link>
      <pubDate>Sat, 17 Oct 2026 09:37:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/nyc/free-diwali-gathering-at-marine-park-november-1/</guid>
      <description>Marine Park&amp;#39;s annual Festival of Lights gathering brings Pandit Ravi Doobay to the Carmine Carro Community Center. Free, with no registration required.</description>
    </item>
    <item>
      <title>Torana’s Laya Router Was Fast—but Never Confident Enough to Switch</title>
      <link>https://intelligentartifact.com/jev/torana-laya-coding-router-confidence-trap/</link>
      <pubDate>Sat, 17 Oct 2026 09:28:29 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/torana-laya-coding-router-confidence-trap/</guid>
      <description>A local Jev-style router exposes a confidence-field mismatch, missing context, and the harder problem of proving that a bigger model helps.</description>
    </item>
    <item>
      <title>OpenRouter’s Jev Test Shows Why Each Tag Needs Its Own Threshold</title>
      <link>https://intelligentartifact.com/jev/openrouter-jev-tag-thresholds-measured-batch/</link>
      <pubDate>Sat, 17 Oct 2026 09:28:29 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/openrouter-jev-tag-thresholds-measured-batch/</guid>
      <description>A measured TweetTopic example combines typed labels, per-tag error counts, bounded concurrency, and explicit usage accounting. One broad tag stays unreliable even at a high threshold.</description>
    </item>
    <item>
      <title>Duskers Gives Players Time to Adapt</title>
      <link>https://intelligentartifact.com/gamedev/duskers-themes-and-reaction-time/</link>
      <pubDate>Sat, 17 Oct 2026 09:16:36 -0400</pubDate>
      <guid>https://intelligentartifact.com/gamedev/duskers-themes-and-reaction-time/</guid>
      <description>Tim Keenan let isolation shape Duskers&amp;#39; systems, then used player feedback to discover the reaction time its survival mechanics needed.</description>
    </item>
    <item>
      <title>My Year of O.C.D. — The New Yorker</title>
      <link>https://intelligentartifact.com/culture/my-year-of-ocd-writing-and-uncertainty/</link>
      <pubDate>Sat, 17 Oct 2026 09:05:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/my-year-of-ocd-writing-and-uncertainty/</guid>
      <description>Andrew Lipstein describes how compulsive rereading consumed his writing life, and what it cost to leave a sentence unfinished.</description>
    </item>
    <item>
      <title>We Can Never Understand Elizabeth Holmes, or Nathan Fielder — The New Yorker</title>
      <link>https://intelligentartifact.com/culture/fielder-holmes-and-the-limits-of-transparency/</link>
      <pubDate>Sat, 17 Oct 2026 09:05:00 -0400</pubDate>
      <guid>https://intelligentartifact.com/culture/fielder-holmes-and-the-limits-of-transparency/</guid>
      <description>Naomi Fry on a documentary whose invasive intimacy reveals how little access can tell us about another person.</description>
    </item>
    <item>
      <title>Designing more efficient quantum circuits with Claude — Anthropic</title>
      <link>https://intelligentartifact.com/posts/designing-more-efficient-quantum-circuits-with-claude/</link>
      <pubDate>Sat, 17 Oct 2026 09:03:54 -0400</pubDate>
      <guid>https://intelligentartifact.com/posts/designing-more-efficient-quantum-circuits-with-claude/</guid>
      <description>Executable checks and a clear cost score let Claude redesign quantum circuits, with occasional human pushes toward different approaches.</description>
    </item>
    <item>
      <title>You could have invented transformers from memory — Alex Wang</title>
      <link>https://intelligentartifact.com/posts/you-could-have-invented-transformers-from-memory/</link>
      <pubDate>Sat, 17 Oct 2026 09:01:38 -0400</pubDate>
      <guid>https://intelligentartifact.com/posts/you-could-have-invented-transformers-from-memory/</guid>
      <description>A visual explanation of how language models remember, built around the interference that makes recall fail.</description>
    </item>
    <item>
      <title>NYC Digest - 2026-10-17</title>
      <link>https://intelligentartifact.com/nyc/nyc-digest-2026-10-17/</link>
      <pubDate>Sat, 17 Oct 2026 07:45:45 -0400</pubDate>
      <guid>https://intelligentartifact.com/nyc/nyc-digest-2026-10-17/</guid>
      <description>Free park music and Open House New York uptown drop-ins, a Culture Lab dance party tonight, and Harlem jazz tomorrow.</description>
    </item>
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