Keyword LOOP
Five rules for building an AI agent that works
Five principles from Anthropic's agent guide: start simple, route, check ground truth, design tools, set limits.
104 resources
AI agents
Agents that run on their own: frameworks, schedules, chat integrations and the settings that keep them cheap and safe.
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Keyword STARTER
Write skill metadata an agent can recognize
Give your skill a specific name and trigger description, then move detail into linked files.
Keyword SIMPLEFIRST
Choose an AI workflow before building an agent
Match a task to a fixed workflow first, then add an agent loop only when the work needs one.
Keyword SELFFLOW
Compare Zapier, n8n and Activepieces
Compare hosting and licence terms before choosing where your automation credentials and workflows will live.
Keyword HERMESPRO
Keep Hermes project context and memory useful
Separate project rules from reusable procedures and check usage before compressing a long session.
Keyword HERMESMOVE
Import Claude Code settings into Hermes
Preview imported instructions and tools, then review permission rules and credentials that do not transfer.
Review an agent design before writing the code
Use EGM to draft a specification and have fresh reviewers question its assumptions.
Review what your AI assistant's browser can access
Review embedded-browser risks from the EMBRACE report without treating its publication-day patch status as current.
Keyword BOTHSIDES
Compare both sides before accepting AI advice
Write your choice before asking an agent for both arguments; the study does not prove this prevents bias.
Keyword TIDY
Set up Copilot Memory and review Dreaming
Save a Copilot preference and review it; optional Dreaming uses AI credits even when a run changes nothing.
Save web content as Markdown with Defuddle and Obsidian
Extract a web page, review its Markdown, and add Obsidian skills before trying a larger knowledge-base workflow.
Keyword CRONGATE
Skip idle Hermes cron agent runs
Let a script skip unchanged polls before Hermes starts an agent, with a check you supply.
Keyword LOCALCALL
Set up a local AI phone agent on Apple Silicon
Run ai-phone on an Apple Silicon Mac and try a local SIP call before adding a paid carrier.
Keyword CODEXMEM
Enable and inspect local Codex memories
Turn on local memory, control its use per chat, and check which memory store your client uses.
Keyword WABOT
Set up a private Hermes WhatsApp bot
Choose the official integration or configure the unofficial bridge with explicit access controls.
Keyword FOLDER
Check instruction files before starting a coding agent
Review downloaded instructions and agent endpoints before they can steer a coding session.
Keyword MODELS
Compare six models and choose a coding client
Match the model to your task, then check whether its API or subscription works in your chosen client.
Keyword ELIZA
Read the original ELIZA behind the chatbot story
Explore the recovered ELIZA code and separate its interpreter from the DOCTOR conversation script.
Keyword MCP
Understand what MCP connects
Trace MCP from its launch to its host, client and server model before connecting another tool.
Review agent changes in JetBrains Air
Use Air with an existing coding agent and review a small task before expanding access.
Render agent responses with OpenUI components
Define the components an agent may render and review its actions before connecting real data.
Start a small coding task with Pi
Install Pi, connect a provider and understand the process permissions before opening a repository.
Try T3 Code with an authenticated coding agent
Open a small project in T3 Code and review the provider, permissions and diff before publishing changes.
Read the OpenClaw and Deep Think announcements separately
Separate an agent project's governance change from a reasoning model release.
Read Spotify's AI engineering figures carefully
Distinguish assisted code contributions from claims that engineers no longer write software.
Read the context around Altman's AGI claim
The Forbes interview includes both the claim and a later qualification.
Check a Deep Think model before 3D printing
Review geometry and dimensions after an AI tool turns a drawing into a printable file.
Read what Claude's ad-free policy covers
Anthropic's February announcement describes how advertising relates to Claude conversations.
Separate Optimus demonstrations from household claims
A robot demonstration does not establish reliable autonomous childcare or routine home assistance.
Set up an agent in Xcode
Enable a provider, review project access and check the first change with Xcode's build tools.
Check where an agent skill gets installed
Keep project instructions local unless you deliberately want them in every repository.
Read GPT-5.3-Codex benchmarks in context
Compare the February release against your own tasks instead of treating a leaderboard as a guarantee.
Use parallel Codex tasks with review boundaries
Separate tasks, inspect their changes and combine them only after checking the result.
Keep purchasing authority outside an agent prompt
Use account permissions and explicit approvals for actions that can spend money.
What Moltbook actually demonstrated
An exposed database and weak identity checks limit what viral agent posts can prove.
Give Cowork a small first task
Start with a copied folder and a result you can inspect before allowing broader changes.
What Cursor learned from building a browser with agents
Code volume demonstrates scale, but correctness still needs separate evidence.
What the Claude tomato experiment tested
A controlled plant experiment shows a feedback loop, not proof that autonomous farming is solved.
Read Sam Altman's task automation forecast carefully
The original interview separates a forecast about tasks from a prediction about model capabilities.
Keep a path for junior developers to learn
Matt Garman's interview raises a practical question: how will a team develop experienced engineers if hiring stops?
What Karpathy said about learning AI programming tools
His December 2025 reflection described a changing workflow and fallible tools, not measured tenfold productivity.
What DeepSeek changed with mHC
Read the research on residual connections and why unrestricted mixing can make model training unstable.
Why verifiable rewards mattered for language models
Karpathy's 2025 review explains training against checkable results and the limits of uneven model abilities.
What Groq announced in its Nvidia licensing deal
The December 2025 announcement describes licensed inference technology, leadership moves and GroqCloud continuity.
What Gemini 3 Flash introduced
Google's December 2025 release paired faster responses with reasoning capabilities across its app and developer tools.
AI research hypotheses still need experiments
Google's Co-Scientist research gives a concrete example of AI proposing ideas that scientists then test.
Grok Eve and the difference between voice and reasoning
Eve is a named Grok voice; its delivery style should be assessed separately from the accuracy of its answers.
How to read Grok 4 Heavy capability claims
The July 2025 launch reported strong benchmark results; a model choice still needs checks against your own tasks.
Read Musk's Optimus surgery forecast as a prediction
The Baron conference discussion described an ambition for robots, not clinical evidence of surgical performance.
GPT-5 reasoning and conversation styles at launch
The August 2025 release combined fast and reasoning responses with options for changing ChatGPT's tone.
What Huang's November AI competition statement said
Nvidia published a short statement arguing that the United States should advance and attract developers worldwide.
Read the original OpenAI leadership announcements
The November 2023 statements establish the leadership changes without proving later claims about rival labs.
Read Musk's prediction about phones and apps
The podcast described a possible AI interface and an uncertain timeline, not a released replacement phone.
Read the original Transformer paper
Attention Is All You Need introduced the Transformer in 2017 through machine-translation experiments.
Check Grokipedia's sources before relying on an answer
A November 2025 study compared Grokipedia with Wikipedia and found differences in citation quality.
What Albania's 83 digital assistants proposal meant
Edi Rama used a pregnancy metaphor for proposed parliamentary assistants, not a biological claim.
What NVIDIA brings to Palantir's operational AI
The partnership combines data processing, models and optimization tools with Palantir's enterprise data model.
What the October 2025 Microsoft and OpenAI deal changed
The agreement changed ownership and compute terms; its announcement describes a historical contract.
What Alpha Arena's trading experiment can establish
The organizer describes a limited live experiment with prompt sensitivity, rather than a permanent model ranking.
Read Musk's Grok 5 AGI estimate as an opinion
The October 2025 post gave a personal probability estimate without a published evaluation method.
Read Altman's zero-person company forecast
The Dev Day interview discussed a possible future business model, not an existing billion-dollar autonomous company.
What the xAI world-model report described
An October 2025 report described hiring and research plans; it did not demonstrate machines with feelings.
What ChatGPT Pulse added to personalized updates
The preview used existing context to research updates, so useful results depended on the information shared.
What the CFA Level III AI study actually measured
Researchers evaluated models on exam-style questions; those scores did not award a professional qualification.
What OpenAI confirmed about its Oracle agreement
OpenAI described a partnership exceeding $300 billion over five years, alongside planned data center capacity.
What Cognition reported in September 2025
Cognition linked its funding announcement to Devin revenue growth and its acquisition of Windsurf.
What Replit Agent 3 promised at launch
Agent 3 added browser testing and longer autonomous runs, with progress available for human review.
What Cognition announced in its September 2025 funding round
Cognition raised over $400 million at a $10.2 billion valuation, with plans for Devin and Windsurf.
Evaluate a prompt before and after optimization
Use examples and feedback with OpenAI's prompt optimizer, then check whether the revision improves real outputs.
What Grok Code Fast 1 launched with
The August 2025 release introduced a coding model and a limited-time promotion through partner clients.
Put Meta's August 2025 hiring pause in context
A memo reviewed by The Verge described a temporary pause with exceptions for business-critical roles.
What Altman meant by the AI bubble comparison
A firsthand August 2025 interview separated enthusiasm for AI technology from enthusiasm about investment.
What changed with DeepSeek V3.1
The August 2025 release combined thinking and non-thinking modes, with API names that later releases reused.
Read the Aristotle X1 benchmark claims with their limits
Autopoiesis reported GPQA Diamond and SimpleQA results; those figures do not prove superiority on every task.
What Meta's Reels translation launch offered
Meta's August 2025 release translated English and Spanish reels, with optional lip sync and visible AI labels.
Keep evaluating an AI system after it ships
Use a repeatable evaluation and review process as the model, data and users change.
Read the 2025 GenAI Divide findings in context
The preliminary report studied enterprise adoption and measurable returns within a limited research sample.
What Claude Sonnet 4's million-token context enabled
The August 2025 API beta increased capacity, with separate pricing and availability conditions.
What ChatGPT Go offered at its India launch
The August 2025 plan launched at 399 rupees per month with higher limits than the free tier.
Put the Cursor rise-and-fall claim in context
The archive’s collapse narrative is unverified; Cursor’s pricing apology provides a narrower documented event.
What the one-dollar ChatGPT government offer covered
The August 2025 GSA partnership was a time-limited offer for participating federal agencies.
Read Anthropic’s 2025 revenue figures as a run rate
The company’s September announcement distinguishes annualized revenue from funding and valuation.
Keyword BACKUP
Keep coding agents away from production data
A database deletion at Replit shows why recovery and production access need separate checks.
What the Virtual Lab nanobody study demonstrated
Researchers combined AI agents, specialist software and experimental validation to design 92 candidates.
What Genie 3 demonstrated at its 2025 launch
Google DeepMind showed interactive generated worlds with explicit limits on consistency and control.
What OpenAI released with gpt-oss
The August 2025 open-weight models can run outside ChatGPT, with hardware and license requirements.
Shengjia Zhao’s role in Meta’s 2025 AI reorganization
Meta’s own earnings remarks identify the research leadership behind its new effort.
Inspect the proofs behind OpenAI's 2025 IMO result
The experimental model's published proofs provide evidence beyond a gold-level headline.
What Psyho’s AtCoder win tells us about AI coding
One timed optimization contest is useful evidence, but it does not rank every kind of programming.
What changed when ChatGPT agent launched
The 2025 release combined research, browser actions and a terminal, with user control over consequential steps.
Grok Companions changed the presentation of the conversation
The July 2025 announcement introduced a character-based feature; treat the launch details as historical.
Separate Grok 4’s launch claims from engineering proof
The July 2025 release described tool use and benchmark results; a real engineering answer still needs checking.
Read Microsoft's diagnostic benchmark with its limits
The 2025 result compared an AI system and physicians on a specific set of difficult case records.
Correcting the claim that Builder.ai used no AI
A former employee’s account describes both AI systems and human developers, so the viral shorthand needs care.
Distinguish Gemini 2.5 Pro's preview from its stable release
The June 2025 preview preceded the stable model, so the version name matters when comparing behavior.
What changed in Windsurf’s Claude access in June 2025
The announcement concerned Windsurf’s model capacity, not a shutdown of Claude everywhere.
What Stargate UAE said about ChatGPT access
The partnership described national access and sector adoption, without promising free premium subscriptions.
What Gemini's I/O 2025 integrations changed
Google announced AI features across products, with separate rollout conditions for each surface.
What Karpathy meant by vibe coding
Correcting the attribution in our original caption and separating experiments from production review.
Correcting our GPT-4o and o3 comparison
OpenAI o3 was a reasoning model with visual and tool capabilities, not another name for GPT-3.5 Turbo.
Test a Bland phone agent beyond its voice
A convincing voice is only one part of a call that handles the caller’s request correctly.
What Gemini 2.5 introduced in March 2025
Google launched Gemini 2.5 Pro Experimental as the first model in its thinking-model family.
Give Manus a task you can verify
Define the output, source material and completion checks before handing work to an agent.
What GPT-4.5’s research preview focused on
The February 2025 release emphasized conversational quality and broader knowledge, with limits still to study.