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

Watch

Leading-indicator topics from trend-forecast (velocity, not volume).

3 on watchlist

  • Agentic coding adoption at project scale

    mediumwatching

    Tier-1 study of agentic PRs across 2361 GitHub repos paired with same-day GitHub trending velocity (e.g. Nutlope/hallmark 3181 stars today on ~10.5k total; copilot-sdk 62 stars today). Adoption/governance signal, not demo volume.

    flagged 2026-07-16 23:33:38

  • LLM-as-judge stimulus integrity

    mediumwatching

    5 curated LLM Judges items including a structural test-oracle failure for synthetic judge corpora plus audio-judge protocol shortcuts and cross-rubric generalization. Mechanism density higher than brand chatter.

    flagged 2026-07-16 23:33:38

  • Agent evaluation protocols (continual / stress / harness)

    highwatching

    13 tier-1 items in topic Agent Evaluation in one ingest day, including continual optimizer evals, deep-search stress tests, composable agent graphs, and verifier cascades. Concentration in a narrow subfield (first-window proxy for velocity until multi-week baselines exist).

    flagged 2026-07-16 23:33:38