Learning desk

MultiAgent EDU StackGather good sources. Teach what matters.
T5TauricResearch/TradingAgentsT5A Man Who Invented Modern AI (Before Everyone Else) – Jürgen Schmidhuber [video]T5GPT-4 finished training four years ago todayT5AI Settles a 25 Year-Old Problem We Left BehindT5What it was like working on LLMs and security at Meta (2022-2026)T5Ask HN: How do you go from writing code to deploying with agents?T5What Happened: OpenAI and HuggingFaceT5Apple says Mac users in China can connect to Alibaba's Qwen AI serviceT5Show HN: Try Benzi – A coding harness/agent beating Claude Code itself on SonnetT5The AI Apocalypse Is HereT3Auto mode is now the default in Claude Code for Pro, Max, and Team plansT5Show HN: Tura – Build agent that uses 80% less token and delivers better resultsT5TauricResearch/TradingAgentsT5A Man Who Invented Modern AI (Before Everyone Else) – Jürgen Schmidhuber [video]T5GPT-4 finished training four years ago todayT5AI Settles a 25 Year-Old Problem We Left BehindT5What it was like working on LLMs and security at Meta (2022-2026)T5Ask HN: How do you go from writing code to deploying with agents?T5What Happened: OpenAI and HuggingFaceT5Apple says Mac users in China can connect to Alibaba's Qwen AI serviceT5Show HN: Try Benzi – A coding harness/agent beating Claude Code itself on SonnetT5The AI Apocalypse Is HereT3Auto mode is now the default in Claude Code for Pro, Max, and Team plansT5Show HN: Tura – Build agent that uses 80% less token and delivers better results

Editorial

Human-gated review queue. Approved decisions are never recorded without a human.

0 awaiting · 2 decided

Awaiting review

Editorial queue is clear.

Past decisions

  • pedagogical: Objective is observable and protocol-shaped. Frontier one-shot is the right format. Evidence of mastery is clear. Could note Terminal-Bench task independence caveat so learners do not over-generalize to production.

    technical: Aligns with two-phase Terminal-Bench 2.0 study (GEPA / Meta Harness / RELAI-VCL; regression control inside the loop). Spec stays at evaluation pattern, not product pitch.

    2026-07-16 23:01:51

  • pedagogical: Objective is observable (audit corpus, decide validity). critical_evaluation @3 fits. Durable format is right. Minor gap: paper's read 15-20 raw items protocol could be named more explicitly in learner steps.

    technical: Matches arXiv 2607.13707 case (shared max_tokens, fabricated collapse, oracle-less vs perturbation). Claims current and citable. No lab yet; fine for first draft.

    2026-07-16 23:01:51