Sources

Human-readable public source ledger for New Runtime records, with private discovery infrastructure excluded.

338public sources
405linked records
0private discovery feeds exposed
SourceLinked recordsRecord typesFirst evidence route
academy.langchain.comhttps://academy.langchain.com/courses/foundation-introduction-to-deepagents1signalDeep Agents packages a harness for long-running tasks
aclanthology.orghttps://aclanthology.org/2024.acl-long.7472pattern, signalCompany memory needs write and correction loops
adapt.comhttps://adapt.com/1signalA Product Scan Shows AI Moving into Work Surfaces
addyo.substack.comhttps://addyo.substack.com/p/own-the-outer-loop2pattern, signalVerification bandwidth is the scarce engineering resource
addyosmani.comhttps://addyosmani.com/blog/new-sdlc-vibe-coding2signal, patternAI compresses coding, not the whole software lifecycle
agent-cookbook.comhttps://agent-cookbook.com/tutorial/ai-20260512163240-54x41signalCheap code moves the engineering bottleneck to review
agentos-sdk.devhttps://agentos-sdk.dev/1signalagentOS packages a lightweight runtime for coding agents
ai.meta.comhttps://ai.meta.com/blog/introducing-muse-image-muse-video-msl1signalA Product Scan Shows AI Moving into Work Surfaces
ai.meta.comhttps://ai.meta.com/blog/introducing-muse-spark-meta-model-api1signalA Product Scan Shows AI Moving into Work Surfaces
aiengineeringfromscratch.comhttps://aiengineeringfromscratch.com/1postUnder the Hood: AI Engineers Need Mechanism Maps
aihero.devhttps://aihero.dev/how-to-kill-the-bloat-in-claude-codes-system-prompt1signalClaude Code Startup Context Can Be Reduced to 13K Tokens
anthropic.comhttps://anthropic.com/news/claude-sonnet-51signalSonnet moves agent capability down the price curve
anthropic.comhttps://anthropic.com/news/finance-agents1signalAnthropic Packages Financial Work as Domain Agent Modules
anthropic.comhttps://anthropic.com/news/introducing-claude-tag1signalClaude Tag Gives the Agent a Native Slack Identity
anthropic.comhttps://anthropic.com/research/AI-assistance-coding-skills2pattern, signalVerification bandwidth is the scarce engineering resource
anthropic.comhttps://anthropic.com/research/claude-code-expertise2pattern, signalAI-native organizations move toward review and orchestration
anthropic.comhttps://anthropic.com/research/economic-index-june-2026-report2pattern, signalAI-native organizations move toward review and orchestration
api.firecrawl.devhttps://api.firecrawl.dev/v2/search/research/github?k=10&query=flash%20attention%20implementation%20notes1signalFirecrawl Indexes arXiv and GitHub for Research Agents
api.firecrawl.devhttps://api.firecrawl.dev/v2/search/research/papers?k=20&query=diffusion%20image%20synthesis1signalFirecrawl Indexes arXiv and GitHub for Research Agents
api.firecrawl.devhttps://api.firecrawl.dev/v2/search/research/papers/arxiv:1706.03762?k=4&query=what%20is%20the%20attention%20mechanism1signalFirecrawl Indexes arXiv and GitHub for Research Agents
arxiv.orghttps://arxiv.org/abs/2207.069911signalpxpipe Trades Text Tokens for Rendered Visual Context
arxiv.orghttps://arxiv.org/abs/2410.108131signalRetrieval and long context do not create company memory
arxiv.orghttps://arxiv.org/abs/2412.098711signalpxpipe Trades Text Tokens for Rendered Visual Context
arxiv.orghttps://arxiv.org/abs/2504.152361signalA model ID does not define one stable personality
arxiv.orghttps://arxiv.org/abs/2602.126701signalAgent skills need behavioral evals, not prose review
arxiv.orghttps://arxiv.org/abs/2603.299191signalAgent skills need behavioral evals, not prose review
arxiv.orghttps://arxiv.org/abs/2604.221531signalA model ID does not define one stable personality
arxiv.orghttps://arxiv.org/abs/2605.129781postLanguage Models Need Sleep
arxiv.orghttps://arxiv.org/abs/2605.240501signalAgent skills need behavioral evals, not prose review
arxiv.orghttps://arxiv.org/abs/2606.039791postLanguage Models Need Sleep
arxiv.orghttps://arxiv.org/abs/2606.310312pattern, signalModel answers become task interfaces
arxiv.orghttps://arxiv.org/abs/2607.019421signalAtomic task graphs can let smaller models beat larger loops
arxiv.orghttps://arxiv.org/abs/2607.065951postGhostWriter: One Email Can Poison Long-Term Agent Memory
arxiv.orghttps://arxiv.org/abs/2607.131041postAgentic Self-Improvement Is Becoming Its Own Field
askoracle.shhttps://askoracle.sh/1signalA Personal Agent OS Emerges from Small CLI Tools
axios.comhttps://axios.com/2026/07/08/openai-deployment-company-northslope-acquisition1signalOpenAI Moves Deeper into Applied AI Consulting
bhavyansh001.medium.comhttps://bhavyansh001.medium.com/i-finally-learned-how-senior-engineers-read-code-its-not-what-you-think-272f4284abb81postSenior Engineers Do Not Read Large Codebases Like Books
birdclaw.shhttps://birdclaw.sh/1signalA Personal Agent OS Emerges from Small CLI Tools
blog.bytebytego.comhttps://blog.bytebytego.com/p/how-openai-built-its-data-agent1signalOpenAI Built a Data Agent Across Ninety Thousand Tables
blog.cloudflare.comhttps://blog.cloudflare.com/code-mode-mcp2signal, patternAgent-ready SaaS exposes primitives to external agents
blog.cloudflare.comhttps://blog.cloudflare.com/temporary-accounts2pattern, signalAgent-ready software exposes capabilities
blog.googlehttps://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/1postGemini 3.6 Flash Moves the Agent Race Toward Cost per Task
blog.googlehttps://blog.google/products-and-platforms/products/search/search-io-20261signalGoogle Search Adds Agentic Action to Discovery
blog.reve.comhttps://blog.reve.com/posts/launching-reve-2.11signalA Product Scan Shows AI Moving into Work Surfaces
cameronrwolfe.substack.comhttps://cameronrwolfe.substack.com/p/agent-evals1signalAgent Evals Become a Discipline Separate from Model Evals
careersatdoordash.comhttps://careersatdoordash.com/blog/building-doordash-assistant-an-engineering-overview1signalDoorDash Assistant Builds the Cart Instead of Giving Advice
careersatdoordash.comhttps://careersatdoordash.com/blog/doordash-unified-consumer-memory-for-personalization-at-scale2pattern, signalCompany memory needs write and correction loops
chatgpt.comhttps://chatgpt.com/codex/install.sh1signalCodex Can Be Embedded in Shell Pipelines
claude.comhttps://claude.com/blog/agent-identity-access-model1signalClaude Tag Introduces a Separate Agent Identity Model
claude.comhttps://claude.com/blog/agent-view-in-claude-code1signalAgent View Makes Parallel Work a First-Class Interface
claude.comhttps://claude.com/blog/artifacts-in-claude-code2signal, patternClaude Code Artifacts create a collaboration layer
claude.comhttps://claude.com/blog/building-with-claude-managed-agents1signalClaude Managed Agents Productize the Production Runtime
claude.comhttps://claude.com/blog/claude-design-stays-on-brand-for-daily-work1signalClaude Design Closes the Loop Between Brand and Daily Output
claude.comhttps://claude.com/blog/claude-model-and-effort-level-in-claude-code2pattern, signalAgent economics moves to completed work
claude.comhttps://claude.com/blog/how-people-are-using-claude-cowork1signalWork agents are used for operations and artifacts
claude.comhttps://claude.com/blog/new-in-claude-managed-agents1signalClaude Managed Agents Add Outcomes and Multi-Agent Orchestration
claude.comhttps://claude.com/blog/running-an-ai-native-engineering-org2pattern, signalAI-native organizations move toward review and orchestration
claude.comhttps://claude.com/blog/steering-claude-code-skills-hooks-rules-subagents-and-more1signalCLAUDE.md Shrinks as Skills, Hooks, and Subagents Mature
cline.bothttps://cline.bot/blog/introducing-cline-sdk-the-upgraded-agent-runtime1signalCline SDK Exposes an Open Harness for Coding Agents
cloud.google.comhttps://cloud.google.com/blog/products/ai-machine-learning/13-demos-on-gemini-enterprise-agent-platform1postGoogle Frames Gemini Enterprise Agent Platform Through 13 Demos
code.claude.comhttps://code.claude.com/docs/en/best-practices1signalParallel coding agents make large migrations tractable
code.claude.comhttps://code.claude.com/docs/en/goal5signal, pattern, post, tectonic_shift, disappearing_actionClaude Code Goals Turn Completion into a Verifiable Contract
code.claude.comhttps://code.claude.com/docs/en/model-config1signalClaude Code separates model choice from effort
code.claude.comhttps://code.claude.com/docs/en/scheduled-tasks2post, tectonic_shiftLong-Running Loops Need Goals, Not Keep-Going Prompts
code.claude.comhttps://code.claude.com/docs/en/sub-agents3post, tectonic_shiftClaude Code Subagents Split Memory Instead of Inflating One Session
code.claude.comhttps://code.claude.com/docs/en/whats-new/2026-w261signalClaude Code can recover after a failed command
cognition.comhttps://cognition.com/blog/making-fable-cheaper-than-opus2signal, patternA pricier model can be cheaper per completed task
coinbase.comhttps://coinbase.com/blog/system-update-take-control-of-your-money-with-coinbase1signalCoinbase Creates a Distinct Entry Point for AI Agents
creatoreconomy.sohttps://creatoreconomy.so/p/how-i-plan-build-and-run-loops-with-claude-code-thariq-shihipar1postLong-Running Loops Need Goals, Not Keep-Going Prompts
cursor.comhttps://cursor.com/blog/agent-swarm-model-economics1postCursor: agent swarms rebuilt SQLite
cursor.comhttps://cursor.com/changelog/06-18-262signal, patternCursor Converts a Text Workflow into an Automation
cursor.comhttps://cursor.com/marketplace/cursor/cursor-team-kit1signalCursor Ships Its Development Procedures as Agent Skills
cutlefish.substack.comhttps://cutlefish.substack.com/p/tbm-427-the-bottleneck-strike-again1signalAI Moves the Bottleneck Across the Whole Product System
databricks.comhttps://databricks.com/blog/benchmarking-coding-agents-databricks-multi-million-line-codebase3pattern, signalAgent economics moves to completed work
dbreunig.comhttps://dbreunig.com/2026/06/22/the-problem-is-prompt-debt.html1signalPrompt debt turns natural language into legacy code
decart.aihttps://decart.ai/lucy1postWhat Else Is Being Produced Around AI
developer.chrome.comhttps://developer.chrome.com/docs/devtools/agents1signalChrome Turns Web Development into a Verifiable Agent Loop
developer.chrome.comhttps://developer.chrome.com/docs/modern-web-guidance1signalChrome Turns Web Development into a Verifiable Agent Loop
developers.cloudflare.comhttps://developers.cloudflare.com/sandbox/tutorials/devin-outposts/1postDevin Outposts Splits the Agent Brain from the Execution Plane
developers.openai.comhttps://developers.openai.com/api/docs/guides/latest-model1signalNewer agent models can reward shorter prompts
developers.openai.comhttps://developers.openai.com/api/docs/guides/latest-model?model=gpt-5.61postModel Match: Choose the Model and Effort Together
developers.openai.comhttps://developers.openai.com/api/docs/models1postModel Match: Choose the Model and Effort Together
developers.openai.comhttps://developers.openai.com/codex/changelog1signalCodex Can Import an Existing Claude Code Setup
developers.openai.comhttps://developers.openai.com/codex/record-and-replay1signalCodex Turns a Recorded Mac Workflow into a Reusable Skill
developers.openai.comhttps://developers.openai.com/cookbook/examples/agents_sdk/building_reliable_agents_memory_compaction1signalOpenAI Shows Memory Compaction for Long-Running Agents
developers.openai.comhttps://developers.openai.com/cookbook/examples/chatgpt/workspace_agents/workspace-agents-api-trigger1signalWorkspace Agents Gain API Triggers
developers.openai.comhttps://developers.openai.com/cookbook/examples/gpt-5/codex_prompting_guide1signalOpenAI Documents the Harness Behind an Autonomous Coding Agent
discrawl.shhttps://discrawl.sh/1signalA Personal Agent OS Emerges from Small CLI Tools
docs.cloud.google.comhttps://docs.cloud.google.com/gemini-enterprise-agent-platform/build/managed-agents1signalA Product Scan Shows AI Moving into Work Surfaces
docs.firecrawl.devhttps://docs.firecrawl.dev/features/research1signalFirecrawl Indexes arXiv and GitHub for Research Agents
docs.inference.nethttps://docs.inference.net/introduction2signal, patternAn inference gateway makes model switching operational
dropbox.techhttps://dropbox.tech/security/dropbox-mcp-dash-design-code-security1signalProduction AI Engineering Is the System Around the Model
engineering.atspotify.comhttps://engineering.atspotify.com/2026/6/encoding-your-domain-expert-the-context-layer-behind-spotifys-data-assistant1signalProduction AI Engineering Is the System Around the Model
engineering.grab.comhttps://engineering.grab.com/scaling-out-distroless-adoption-with-ai1signalProduction AI Engineering Is the System Around the Model
engineering.ramp.comhttps://engineering.ramp.com/post/ai-spend-value2pattern, signalAgent economics moves to completed work
flueframework.comhttps://flueframework.com/blog/flue-1-0-beta1signalAstro and Next.js Expose Different Surfaces to AI Agents
gist.github.comhttps://gist.github.com/gumclaw/eff5733392e7660e26c66622ff5ebc801postGumclaw as a Company Operating System
gitcrawl.shhttps://gitcrawl.sh/1signalA Personal Agent OS Emerges from Small CLI Tools
github.bloghttps://github.blog/ai-and-ml/github-copilot/improving-token-efficiency-in-github-agentic-workflows1signalGitHub Treats Agent Tokens as an Operational Cloud Bill
github.bloghttps://github.blog/changelog/2026-06-17-github-copilot-app-generally-available2signal, patternGitHub Copilot App Becomes an Operating Layer for Routines
github.bloghttps://github.blog/developer-skills/github/i-automated-my-job-and-it-made-me-a-better-leader1signalGitHub Copilot App Becomes an Operating Layer for Routines
github.comhttps://github.com/1weiho/open-slide1signalOpen-Slide Moves Presentation Authoring into a React Runtime
github.comhttps://github.com/AI-Builder-Club/skills1signalCodebase Memory Combines Search with a Repository Map
github.comhttps://github.com/anthropics/claude-cookbooks1signalAnthropic Shows Two Async Orchestration Patterns
github.comhttps://github.com/anthropics/claude-cookbooks/blob/main/claude_agent_sdk/07_Hosting_the_agent.ipynb1signalThe Agent Becomes a Separate Hosting Layer
github.comhttps://github.com/anthropics/claude-for-legal1signalClaude for Legal Packages a Legal Team as Plugins
github.comhttps://github.com/benchflow-ai/skillsbench2signal, patternAgent skills need behavioral evals, not prose review
github.comhttps://github.com/BuilderIO/skills1signalVisual Plans Become a Shared Interface for Coding Agents
github.comhttps://github.com/bytedance/deer-flow1signalDeerFlow 2.0 Packages an Open Runtime for Autonomous Agents
github.comhttps://github.com/cisco-foundation-ai/fully-automated-prompt-optimization1signalFAPO Optimizes the Whole LLM Pipeline, Not Only the Prompt
github.comhttps://github.com/cline/cline/tree/main/sdk/apps/examples1signalCline SDK Exposes an Open Harness for Coding Agents
github.comhttps://github.com/cocoindex-io/cocoindex1signalCocoIndex Keeps Agent Context Fresh Without Full Reindexing
github.comhttps://github.com/DietrichGebert/ponytail1signalPonytail Adds a Senior Cleanup Pass to Agent-Generated Code
github.comhttps://github.com/emilkowalski/skills1signalAnimation Vocabulary Turns Motion References into an Agent Skill
github.comhttps://github.com/google-labs-code/stitch-skills1signalStitch Evolves from Screen Generator into an AI Design Environment
github.comhttps://github.com/google/agents-cli1signalGoogle Agents CLI Connects Prompt, Evals, and Deployment
github.comhttps://github.com/jarrodwatts/claude-hud1postClaude HUD Turns Agent Observability into a Status Bar
github.comhttps://github.com/JayZeeDesign/loop-engineer-template1signalLoop Library Packages Fifteen Repeatable Coding-Agent Cycles
github.comhttps://github.com/JustVugg/colibri1signalColibri Runs a 744B Model in 25 GB of Memory
github.comhttps://github.com/kunchenguid/firstmate1signalParallel coding agents need an operator stack
github.comhttps://github.com/langchain-ai/agent-protocol1signalUber built a platform layer for thousands of agents
github.comhttps://github.com/langchain-ai/deepagents2signal, patternDeep Agents combines plans, files, memory, and subagents
github.comhttps://github.com/langchain-ai/google-adk-realtime-deepagents-example1signalGemini Live and Deep Agents Form a Low-Latency Voice Workflow
github.comhttps://github.com/langchain-ai/openwiki2pattern, signalCompany memory needs write and correction loops
github.comhttps://github.com/mattpocock/skills2post, projectAI Coding Workflow: From Idea to Verifiable Work
github.comhttps://github.com/max-sixty/worktrunk1signalWorktrunk Makes Git Worktrees Operational for Parallel Agents
github.comhttps://github.com/mvanhorn/last30days-skil1signalLast30Days Packages Social Research as an Agent Skill
github.comhttps://github.com/mvanhorn/last30days-skill.git1signalLast30Days Packages Social Research as an Agent Skill
github.comhttps://github.com/NousResearch/hermes-agent2signal, patternA local agent is a runtime, not one model
github.comhttps://github.com/NousResearch/hermes-agent.git1signalHermes Adds Purchases and API Payments to Agent Workflows
github.comhttps://github.com/NousResearch/hermes-agent/blob/main/optional-skills/creative/creative-ideation/SKILL.md1signalCreative Ideation Becomes a Routable Agent Skill
github.comhttps://github.com/nvidia/skillspector1signalSkillSpector Adds a Security Gate for Agent Skills
github.comhttps://github.com/ogulcancelik/herdr1signalHerdr Adds Agent Awareness to Terminal Multiplexing
github.comhttps://github.com/openai/openai-cookbook/blob/main/examples/agents_sdk/building_reliable_agents_memory_compaction.ipynb1signalOpenAI Shows Memory Compaction for Long-Running Agents
github.comhttps://github.com/openai/skills/tree/main/skills/.curated/gh-address-comments1signalA GitHub Skill Can Resolve Review Comments as a Batch
github.comhttps://github.com/OpenDataBox/MemoryData2signal, patternAgent memory is being evaluated as system behavior
github.comhttps://github.com/oven-sh/bun/pull/304121signalParallel coding agents make large migrations tractable
github.comhttps://github.com/pydantic/pydantic-ai1signalPydantic AI loads capabilities only when needed
github.comhttps://github.com/rivet-dev/agentos2signal, patternagentOS packages a lightweight runtime for coding agents
github.comhttps://github.com/rohitg00/agentmemory1signalAgentMemory Shares State Across Codex, Claude Code, and Cursor
github.comhttps://github.com/rohitg00/ai-engineering-from-scratch1postUnder the Hood: AI Engineers Need Mechanism Maps
github.comhttps://github.com/role-confusion/prompt-injection-as-role-confusion1signalRole confusion helps explain prompt injection
github.comhttps://github.com/rtk-ai/rtk2project, postCoding Agent Cost Controls
github.comhttps://github.com/senlindesign/taste-skill2pattern, signalDesign systems become executable agent context
github.comhttps://github.com/shadcn/improve2signal, patternImprove routes architecture and execution to different models
github.comhttps://github.com/shadcn/improve/blob/main/skills/improve/SKILL.md1signalImprove routes architecture and execution to different models
github.comhttps://github.com/steipete/agent-scripts2signal, patternCodex Can Run as a Maintainer Loop
github.comhttps://github.com/steipete/agent-scripts/blob/main/skills/codex-first/SKILL.md1signalAn advisor model can guide a cheaper executor
github.comhttps://github.com/steipete/agent-scripts/blob/main/skills/github-project-triage/SKILL.md1signalCodex Can Run as a Maintainer Loop
github.comhttps://github.com/steipete/agent-scripts/blob/main/skills/maintainer-orchestrator/SKILL.md1signalCodex Can Run as a Maintainer Loop
github.comhttps://github.com/teamchong/pxpipe1signalpxpipe Trades Text Tokens for Rendered Visual Context
github.comhttps://github.com/teamchong/pxpipe/blob/main/README.md1signalpxpipe Trades Text Tokens for Rendered Visual Context
github.comhttps://github.com/tencentcloud/CubeSandbox2pattern, signalAgent-ready software exposes capabilities
github.comhttps://github.com/tencentcloud/CubeSandbox/blob/master/docs/architecture/overview.md1signalCubeSandbox packages agent execution into isolated microVMs
github.comhttps://github.com/tinyhumansai/openhuman1signalOpenHuman Builds a Personal Harness Around Local Memory
github.comhttps://github.com/topoteretes/cognee1postCognee Packages Agent Memory as a Self-Hosted Knowledge Graph
github.comhttps://github.com/vercel-labs/json-render2signal, patternAgents can render bounded UI while they work
gumroad.comhttps://gumroad.com/gumclaw1postGumclaw as a Company Operating System
hamel.devhttps://hamel.dev/blog/posts/eval-smell2signal, patternVerifiability is an AI product feature
harvey.aihttps://harvey.ai/blog/training-a-legal-agent-with-applied-compute1signalHarvey trained a legal agent with an applied compute loop
herdr.devhttps://herdr.dev/install.sh1signalHerdr Adds Agent Awareness to Terminal Multiplexing
hermes-agent.nousresearch.comhttps://hermes-agent.nousresearch.com/docs/reference/optional-skills-catalog1signalHermes Adds Purchases and API Payments to Agent Workflows
hermes-agent.nousresearch.comhttps://hermes-agent.nousresearch.com/docs/user-guide/features/kanban1signalHermes Profiles Need a Shared Work Layer to Become a Crew
hermes-agent.nousresearch.comhttps://hermes-agent.nousresearch.com/docs/user-guide/features/kanban-tutorial1signalHermes Profiles Need a Shared Work Layer to Become a Crew
hilos.shhttps://hilos.sh/1postHilos Turns Chat into a Development Control Plane
huggingface.cohttps://huggingface.co/1signalAgentic Resource Discovery Indexes Skills, MCP, and Agents
huggingface.cohttps://huggingface.co/blog/agentic-resource-discovery-launch1signalAgentic Resource Discovery Indexes Skills, MCP, and Agents
huggingface.cohttps://huggingface.co/blog/security-incident-july-20261postOpenAI's Hugging Face Incident Makes Agent Sandboxes a Production Risk
huggingface.cohttps://huggingface.co/docs/hub/en/search1signalAgentic Resource Discovery Indexes Skills, MCP, and Agents
huggingface.cohttps://huggingface.co/papers/2606.247751signalAgent memory is being evaluated as system behavior
imsg.shhttps://imsg.sh/1signalA Personal Agent OS Emerges from Small CLI Tools
inference.baseten.cohttps://inference.baseten.co/1signalGLM-5.2 Changes the Economics of Claude Code Workflows
info.langchain.comhttps://info.langchain.com/guide/the-agentic-operating-model1postLangChain Says Agents Need an Operating Model, Not Just a Framework
interconnects.aihttps://interconnects.ai/p/glm-52-is-the-step-change-for-open1signalGLM-5.2 Changes the Economics of Claude Code Workflows
internals.laxmena.comhttps://internals.laxmena.com/p/what-youre-actually-writing-when1signalSKILL.md Acts as a Behavior Loader, Not a Better Prompt
ir.gitlab.comhttps://ir.gitlab.com/news/news-details/2026/GitLab-Research-Reveals-Organizations-Are-Generating-AI-Code-Faster-Than-They-Can-Control-It/default.aspx1signalVerification capacity becomes the coding-agent bottleneck
jeffgothelf.comhttps://jeffgothelf.com/blog/how-to-collect-product-feedback-when-your-ai-gives-every-user-a-different-answer1signalAI product feedback needs behavioral traces
jeffgothelf.comhttps://jeffgothelf.com/blog/how-to-write-okrs-for-an-ai-product2signal, patternAI product OKRs should measure result adoption
kaggle.comhttps://kaggle.com/whitepaper-the-new-SDLC-with-vibe-coding1signalAI compresses coding, not the whole software lifecycle
langchain.comhttps://langchain.com/blog/give-your-ai-agent-its-own-computer1signalThe Computer Becomes a Runtime Assigned to the Agent
langchain.comhttps://langchain.com/blog/introducing-openwiki-an-open-source-agent-for-repo-documentation1signalOpenWiki treats repository documentation as agent memory
latent.spacehttps://latent.space/p/ainews-glm-gpt-glm-52-passes-vibe1signalGLM-5.2 Changes the Economics of Claude Code Workflows
launchdarkly.comhttps://launchdarkly.com/docs/home/agentcontrol/agent-graphs1postAgent Steps as Graphs: Workflows Become Observable
learn.chatgpt.comhttps://learn.chatgpt.com/docs/non-interactive-mode1signalCodex Can Be Embedded in Shell Pipelines
linear.apphttps://linear.app/1signalTaste Lab Uses a Design System as a Reasoning Brief
linear.apphttps://linear.app/now/introducing-loops2postLinear Loops as a Duplicate Signal: One Story, Two Entrances
linkedin.comhttps://linkedin.com/blog/engineering/ai/semantic-search-for-ai-agents-at-scale-retrieval-and-ranking-for-linkedins-hiring-assistant1signalLinkedIn Builds Semantic Search for a Hiring Agent at Scale
mckinsey.comhttps://mckinsey.com/capabilities/business-building/our-insights/the-seven-operating-truths-of-ai-native-companies1signalAn AI-Native Company Is Not a Company with ChatGPT
mckinsey.comhttps://mckinsey.com/capabilities/growth-marketing-and-sales/our-insights/from-campaigns-to-continuous-growth-ai-capabilities-shaping-marketing1signalAI Reorganizes Marketing Around Search and Orchestration
mcporter.shhttps://mcporter.sh/1signalA Personal Agent OS Emerges from Small CLI Tools
medium.comhttps://medium.com/capital-one-tech/announcing-vulnhunter-ce9784834ca92capability_delta, postAttacker-first agents turn vuln triage into repair candidates
modal.comhttps://modal.com/blog/devin-outposts-run-devin-in-modal-sandoxes1postDevin Outposts Splits the Agent Brain from the Execution Plane
modelcontextprotocol.iohttps://modelcontextprotocol.io/docs/concepts/architecture1signalA local agent is a runtime, not one model
monogram.aihttps://monogram.ai/blog/introducing-monogram2pattern, signalModel answers become task interfaces
notion.comhttps://notion.com/en-gb/releases/page/11signalNotion HTML Blocks Turn Documents into Interactive Outputs
onyx.apphttps://onyx.app/insights/enterprise-rag-platforms-20261signalThe Learning Loop Is More Durable Than the Model
open-slide.devhttps://open-slide.dev/docs1signalOpen-Slide Moves Presentation Authoring into a React Runtime
openai.comhttps://openai.com/chatgpt-work2signalA Product Scan Shows AI Moving into Work Surfaces
openai.comhttps://openai.com/index/advancing-voice-intelligence-with-new-models-in-the-api1signalVoice Agents Move from Conversation to Tool-Using Work
openai.comhttps://openai.com/index/chatgpt-memory-dreaming1signalChatGPT Uses Offline Consolidation to Improve Memory
openai.comhttps://openai.com/index/gpt-5-61signalA Product Scan Shows AI Moving into Work Surfaces
openai.comhttps://openai.com/index/how-agents-are-transforming-work1signalOpenAI Frames Codex as a Work Layer, Not a Chat Feature
openai.comhttps://openai.com/index/hugging-face-model-evaluation-security-incident/1postOpenAI's Hugging Face Incident Makes Agent Sandboxes a Production Risk
openai.comhttps://openai.com/index/introducing-gpt-live1signalA Product Scan Shows AI Moving into Work Surfaces
openai.comhttps://openai.com/index/preply1signalPreply Uses Each Lesson as Context for the Next
openai.comhttps://openai.com/index/previewing-gpt-5-6-sol1signalGPT-5.6 Behaves Like a Family of Configured Systems
opencode.aihttps://opencode.ai/docs/cli1signalOpenCode makes the model a swappable dependency
opencode.aihttps://opencode.ai/docs/models2pattern, signalHarness architecture outlives model choice
opencode.aihttps://opencode.ai/docs/rules1signalOpenCode makes the model a swappable dependency
opencode.aihttps://opencode.ai/docs/skills1signalOpenCode makes the model a swappable dependency
openrouter.aihttps://openrouter.ai/docs/guides/features/plugins/fusion1signalFusion API Uses Multiple Models and a Judge for One Answer
openship.iohttps://openship.io/1postWhat Else Is Being Produced Around AI
platform.claude.comhttps://platform.claude.com/cookbook/claude-agent-sdk-07-hosting-the-agent1signalThe Agent Becomes a Separate Hosting Layer
platform.claude.comhttps://platform.claude.com/cookbook/patterns-agents-async-multi-agent-orchestration1signalAnthropic Shows Two Async Orchestration Patterns
platform.claude.comhttps://platform.claude.com/docs/en/agents-and-tools/agent-skills/best-practices3signal, patternAgent skills need behavioral evals, not prose review
platform.claude.comhttps://platform.claude.com/docs/en/agents-and-tools/agent-skills/overview1signalSKILL.md Acts as a Behavior Loader, Not a Better Prompt
platform.claude.comhttps://platform.claude.com/docs/en/agents-and-tools/tool-use/advisor-tool2pattern, signalAgent economics moves to completed work
platform.claude.comhttps://platform.claude.com/docs/en/build-with-claude/prompt-caching1postCoding Agent Cost Is Cut in Environment Config, Not Prompts
platform.kimi.aihttps://platform.kimi.ai/docs/guide/kimi-k3-quickstart1postKimi K3: Frontend Is Becoming the Model Race Arena
promptql.iohttps://promptql.io/2pattern, signalCompany memory needs write and correction loops
pydantic.devhttps://pydantic.dev/articles/pydantic-ai-capabilities2signal, patternPydantic AI loads capabilities only when needed
ramp.comhttps://ramp.com/router1postWhat Else Is Being Produced Around AI
raw.githubusercontent.comhttps://raw.githubusercontent.com/forrestchang/andrej-karpathy-skills/main/CLAUDE.md1signalThe Rule of 12 Makes CLAUDE.md a Behavioral Contract
render.comhttps://render.com/1signalRender Packages Deployment Primitives for Agent Workloads
render.comhttps://render.com/docs/deploys1signalRender Packages Deployment Primitives for Agent Workloads
render.comhttps://render.com/platform1signalRender Packages Deployment Primitives for Agent Workloads
research.googlehttps://research.google/blog/thinking-to-recall-how-reasoning-unlocks-parametric-knowledge-in-llms1signalReasoning can act as self-retrieval
research.googlehttps://research.google/blog/unlocking-dependable-responses-with-gemini-enterprise-agent-platforms-agentic-rag1signalGoogle Makes RAG Search Again Before It Answers
reuters.comhttps://reuters.com/world/india/indias-tata-consultancy-services-plans-up-8900-ai-deployment-engineers-seeks-ai-2026-07-121signalTCS Is Building a Large Forward-Deployed AI Engineering Unit
rivet.designhttps://rivet.design/1postWhat Else Is Being Produced Around AI
rivet.devhttps://rivet.dev/changelog/2026-06-25-introducing-agentos-v0-21signalagentOS packages a lightweight runtime for coding agents
role-confusion.github.iohttps://role-confusion.github.io/1signalRole confusion helps explain prompt injection
runwayml.comhttps://runwayml.com/news/introducing-runway-dev1signalA Product Scan Shows AI Moving into Work Surfaces
sag.shhttps://sag.sh/1signalA Personal Agent OS Emerges from Small CLI Tools
sakana.aihttps://sakana.ai/fugu1signalSakana Fugu Presents Multiple Agents as One Model Endpoint
sebastianraschka.comhttps://sebastianraschka.com/blog/2026/gpt-5-6-configurations.html1signalGPT-5.6 Behaves Like a Family of Configured Systems
seed.bytedance.comhttps://seed.bytedance.com/en/seedream5_0_pro1signalA Product Scan Shows AI Moving into Work Surfaces
shadcn.runhttps://shadcn.run/2pattern, signalDesign systems become executable agent context
shopify.engineeringhttps://shopify.engineering/quick1signalProduction AI Engineering Is the System Around the Model
sierra.aihttps://sierra.ai/blog/horizon1postSierra Horizon Makes Long-Running Agents Look Like State Machines
simonwillison.nethttps://simonwillison.net/2026/jun/17/glm-521signalGLM-5.2 Changes the Economics of Claude Code Workflows
simonwillison.nethttps://simonwillison.net/2026/Mar/16/codex-subagents1signalCodex Subagents Reduce Context Pollution
slack.engineeringhttps://slack.engineering/agentic-testing-where-agents-fit-in-the-e2e-testing-stack1signalProduction AI Engineering Is the System Around the Model
sonarsource.comhttps://sonarsource.com/state-of-code-developer-survey-report.pdf1signalVerification capacity becomes the coding-agent bottleneck
sonoscli.shhttps://sonoscli.sh/1signalA Personal Agent OS Emerges from Small CLI Tools
spogo.shhttps://spogo.sh/1signalA Personal Agent OS Emerges from Small CLI Tools
stitch.withgoogle.comhttps://stitch.withgoogle.com/2pattern, signalDesign systems become executable agent context
stitch.withgoogle.comhttps://stitch.withgoogle.com/docs/design-md/get-instructions1signalStitch Evolves from Screen Generator into an AI Design Environment
styles.refero.designhttps://styles.refero.design/2pattern, signalDesign systems become executable agent context
sunilpai.devhttps://sunilpai.dev/posts/one-document-two-hands/1postShared Documents Let Humans and Agents Edit the Same Artifact
symphony-solutions.comhttps://symphony-solutions.com/insights/ai-agents-in-20261signalGitHub Copilot App Becomes an Operating Layer for Routines
tastelab.xyzhttps://tastelab.xyz/1signalTaste Lab Uses a Design System as a Reasoning Brief
tech.autoscout24.comhttps://tech.autoscout24.com/blog/posts/3-techniques-to-reduce-token-consumption-claude-code-codex/2project, postCoding Agent Cost Controls
tencent.comhttps://tencent.com/en-us/articles/2202386.html1signalA Product Scan Shows AI Moving into Work Surfaces
the-decoder.comhttps://the-decoder.com/google-deepmind-argues-video-generators-already-contain-the-world-models-computer-vision-has-been-missing/1postGenCeption Turns a Video Generator into a General Vision Backbone
thenextweb.comhttps://thenextweb.com/news/nadella-reverse-information-paradox-ai-ip1signalThe Reverse Information Paradox Makes Companies Pay for AI Twice
thenextweb.comhttps://thenextweb.com/news/openai-northslope-acquisition-enterprise-ai-deployment1signalOpenAI Moves Deeper into Applied AI Consulting
tinyhumans.aihttps://tinyhumans.ai/openhuman1signalOpenHuman Builds a Personal Harness Around Local Memory
tomshardware.comhttps://tomshardware.com/tech-industry/artificial-intelligence/colibri-proof-of-concept-gains-frontier-level-1-5-tb-ai-model-novel-approach-runs-on-only-25gb-of-ram-and-shows-promise-for-local-ai-setups1signalColibri Runs a 744B Model in 25 GB of Memory
trycase.devhttps://trycase.dev/docs2pattern, signalAgent-ready software exposes capabilities
unabyss.comhttps://unabyss.com/4tectonic_shift, disappearing_action, capability_delta, postClient-local memory -> shared context infrastructure
vercel.comhttps://vercel.com/blog/ai-gateway-production-index1signalVercel Treats Production AI as Multi-Model Infrastructure
vercel.comhttps://vercel.com/blog/ai-sdk-71signalAI SDK 7 Grows into an Agent Runtime
vercel.comhttps://vercel.com/blog/introducing-eve1signalAstro and Next.js Expose Different Surfaces to AI Agents
vercel.comhttps://vercel.com/drop1signalVercel Drop Turns a Folder into a Public Site
veridect.aihttps://veridect.ai/1postWhat Else Is Being Produced Around AI
wacli.shhttps://wacli.sh/1signalA Personal Agent OS Emerges from Small CLI Tools
willowvoice.comhttps://willowvoice.com/blog/introducing-willow-frontier-pro1signalA Product Scan Shows AI Moving into Work Surfaces
aisi.gov.ukhttps://www.aisi.gov.uk/blog/how-fast-is-autonomous-ai-cyber-capability-advancing1postOpen-Weight Models Caught Frontier Cyber Capability with a Four-Month Lag
coinbase.comhttps://www.coinbase.com/en-gb/blog/interviewing-engineers-in-the-ai-era-lessons-from-a-year-of-rebuilding1postCoinbase Rebuilds Interviews for Engineers with AI
daytona.iohttps://www.daytona.io/docs/en/guides/devin/devin-outposts/1postDevin Outposts Splits the Agent Brain from the Execution Plane
freestyle.shhttps://www.freestyle.sh/blog/opinion/designing-apis-for-agents3post, capability_delta, tectonic_shiftAgent APIs Need Fewer Magic Tricks and More Facts
ft.comhttps://www.ft.com/content/21c10336-61bc-4743-82e3-acabfc7d540d1postOpen-Weight Models Caught Frontier Cyber Capability with a Four-Month Lag
howdy.comhttps://www.howdy.com/blog/how-to-hire-manage-ai-native-engineering-team1postAI-Native Engineering Teams Are Smaller and Stricter
humanlayer.devhttps://www.humanlayer.dev/blog/writing-a-good-claude-md1postThe Four Stages of AI-Native Development
kimi.comhttps://www.kimi.com/blog/kimi-k31postKimi K3: Frontend Is Becoming the Model Race Arena
pillar.securityhttps://www.pillar.security/blog/the-week-of-sandbox-escapes1postCoding Agent Sandboxes Break in Places Teams Do Not Expect
producthunt.comhttps://www.producthunt.com/products/unabyss3tectonic_shift, capability_delta, postClient-local memory -> shared context infrastructure
reuters.comhttps://www.reuters.com/technology/meta-talks-10-billion-anthropic-compute-deal-nyt-reports-2026-07-17/2post, tectonic_shiftAnthropic Cuts Limits and Rents Compute from Meta
youtube.comhttps://www.youtube.com/watch?v=-QFHIoCo-Ko1postAI Coding Workflow: From Idea to Verifiable Work
x.comhttps://x.com/__alpoge__/status/20790283409551975661postFable: A New Eval Is an Artifact Specialists Can Verify
x.comhttps://x.com/aarondfrancis/status/20778705173950222781postShared Documents Let Humans and Agents Edit the Same Artifact
x.comhttps://x.com/akothari/status/20793457064108483551postWhat Else Is Being Produced Around AI
x.comhttps://x.com/akshay_pachaar/status/20708608374480408321signalGoogle Agents CLI Connects Prompt, Evals, and Deployment
x.comhttps://x.com/AnatoliKopadze/status/20701560172627930081signalShopify Treats Code as Output and Guardrails as Engineering
x.comhttps://x.com/AndrewYNg/status/20719881456679284421signalLoop Engineering Expands Beyond Coding
x.comhttps://x.com/BenjDicken/status/20778260401274225681postWhat Else Is Being Produced Around AI
x.comhttps://x.com/blader/status/20786022273470054651postWhat Else Is Being Produced Around AI
x.comhttps://x.com/brian_armstrong/status/20706706445772801091signalCoinbase Reports Lower AI Spend as Token Use Rises
x.comhttps://x.com/ClaudeDevs/status/20742089492058810331signalLoop Engineering Treats the Agent as a Process, Not a Prompt
x.comhttps://x.com/cognition/status/20796122262527266151postDevin Outposts Splits the Agent Brain from the Execution Plane
x.comhttps://x.com/dexhorthy/status/20785920108529829771postWorking backwards before coding
x.comhttps://x.com/EnoReyes/highlights2signal, patternAgent-Readable REST Can Beat a Human-Focused SDK
x.comhttps://x.com/ericzakariasson/status/20512557801676105221signalCursor Ships Its Development Procedures as Agent Skills
x.comhttps://x.com/Gumclaw/status/20781966438793503311postGumclaw as a Company Operating System
x.comhttps://x.com/iamgrigorev/status/20716881816286784681signalFrontier Labs Need Portfolio Discipline for Compute Experiments
x.comhttps://x.com/jasonzhou1993/status/20715724292989505471signalCodebase Memory Combines Search with a Repository Map
x.comhttps://x.com/jeffreyhuber/status/20792669413664073801postWhat Else Is Being Produced Around AI
x.comhttps://x.com/karpathy/status/20695476768495577251signalAI Moves from a Separate App into the Work Environment
x.comhttps://x.com/kunchenguid/status/20666080044648615461signalTokens Stay the Cost While Runtime Becomes the Product
x.comhttps://x.com/levie/status/20662376072444277611signalThe Learning Loop Is More Durable Than the Model
x.comhttps://x.com/linear/status/20792332601613233711postWhat Else Is Being Produced Around AI
x.comhttps://x.com/mattpocockuk/status/20744648232328889871signalClaude Code Startup Context Can Be Reduced to 13K Tokens
x.comhttps://x.com/mitchellh/status/20679705169511507211signalAGENTS.md Can Become an Instruction-Injection Surface
x.comhttps://x.com/Mnilax/status/20531163111321559381signalThe Rule of 12 Makes CLAUDE.md a Behavioral Contract
x.comhttps://x.com/mvanhorn/status/20684261040887483311signalLoop Library Packages Fifteen Repeatable Coding-Agent Cycles
x.comhttps://x.com/mvanhorn/status/20709666139947954891signalAgent Memory Needs Its Own Review Loop
x.comhttps://x.com/OpenAIDevs/status/20676813202817231131signalCodex Turns a Recorded Mac Workflow into a Reusable Skill
x.comhttps://x.com/OpenAIDevs/status/20720363054424067721signalThe Future Interface Is an Agent Manager, Not Twenty Terminals
x.comhttps://x.com/philhchen/status/20727938189451674751signalThe Future Engineer Is Defined by Judgment, Not Typing Speed
x.comhttps://x.com/Saboo_Shubham_/status/20687300904570065881signalLoop Engineering Applies to Product Management Too
x.comhttps://x.com/satyanadella/article/20763231811542302841signalThe Reverse Information Paradox Makes Companies Pay for AI Twice
x.comhttps://x.com/satyanadella/status/20661822232132937531signalThe Learning Loop Is More Durable Than the Model
x.comhttps://x.com/ScottyBeamIO/status/20668852784515195901signalHermes Turns Solved Tasks into New Skills
x.comhttps://x.com/Seanfrank/status/20786079485831578391postRidge: Compare AI Spend with the Process It Replaces
x.comhttps://x.com/shadcnrun/status/20563724447519092121signalshadcn.run Treats a Design System as an Agent Registry
x.comhttps://x.com/shl/status/20793871737497149441postGumclaw as a Company Operating System
x.comhttps://x.com/steipete/status/20519001433397047301signalA Personal Agent OS Emerges from Small CLI Tools
x.comhttps://x.com/steipete/status/20649984997800841541signalCodex Can Run as a Maintainer Loop
x.comhttps://x.com/thatguybg/status/20785767587359908841postWhat Else Is Being Produced Around AI
x.comhttps://x.com/tldraw/status/20777846578699021211postShared Documents Let Humans and Agents Edit the Same Artifact
x.comhttps://x.com/trq212/status/20619073371543678651signalClaude Code Can Build a Task-Specific Harness Before Coding
x.comhttps://x.com/vmiss33/status/20509845567909397311signalHermes Profiles Need a Shared Work Layer to Become a Crew
x.comhttps://x.com/zachlloydtweets/status/20697899290732629451signalWarp Reframes Product Engineers as Factory Engineers
youtube.comhttps://youtube.com/watch?v=A8mokin_YOs1signalLarge-task planning moves from chat into a ticket graph
youtube.comhttps://youtube.com/watch?v=Aie0nYktsNA1signalAn AI Coding Workflow Starts with Data and Interfaces
youtube.comhttps://youtube.com/watch?v=aV0ctbnDUCM1signalGemini Live and Deep Agents Form a Low-Latency Voice Workflow
youtube.comhttps://youtube.com/watch?v=fAdFE7y6K2o1signalCodex Can Operate as a Product Management Workbench
youtube.comhttps://youtube.com/watch?v=fWa7uxyhVDE1signalCursor Is Expanding from IDE to Agent Factory
youtube.comhttps://youtube.com/watch?v=G2B0YWuJUgI1signalAnthropic Shows When Architecture Beats More Prompt Tuning
youtube.comhttps://youtube.com/watch?v=hQFEAZK__q02pattern, signalDesign systems become executable agent context
youtube.comhttps://youtube.com/watch?v=igO8iyca2_g1signalAnthropic Redesigns Engineering Around Cheap Code
youtube.comhttps://youtube.com/watch?v=iQyg-KypKAA1signalParallel coding agents need an operator stack
youtube.comhttps://youtube.com/watch?v=JoXbk2fm7jM1signalAgent Loops Can Generate Their Own Follow-Up Work
youtube.comhttps://youtube.com/watch?v=n9j4SaF37V01signalUber built a platform layer for thousands of agents
youtube.comhttps://youtube.com/watch?v=o6oYc9-X9Iw1signalAirbnb frames agentic coding as a loop inside development
youtube.comhttps://youtube.com/watch?v=pI9uZGoIchA1signalTwenty-Four Gigabytes of VRAM Becomes a Practical Local Coding Tier
youtube.comhttps://youtube.com/watch?v=WRU7-4bpZkg1signalMulti-agent systems need continuous eval pipelines