Agents 111
- Switch's Telemetry Toggle Has Three Timing Boundaries
- The Jev Pipeline Tied Opus at 37/40, but the Cost Tables Conflict
- A LangGraph Checkpoint Won't Expire Your Approval
- Jev Choices Need Their Own Probability at the Policy Gate
- HarnessRouter Standardizes Tasks, Not Execution Guarantees
- Eight Jev Alternatives Do Not Share One Training or API Contract
- Before You Fine-Tune a Jev-Style Model, Write Down the Baseline
- RAG vs. Jev + RAG: Why Ranking Is Not Answerability (and the 5 Vector Indexes That Feed It)
- The Software Factory Is a Queue, Not a Commit Counter
- OpenShell's auto-approval sees new methods, not wider paths
- Cloudflare OS simulates approvals, but never for MCP writes
- In my rerun, Headroom saved 0 tokens on its GSM8K eval prompts
- Microsoft Agent Framework Harness Defaults Vary by Language
- Octop's Shell Guard Logs Risky Matches; POSIX Root Is `/`
- TypeSafe's routing verdict hinges on the price ratio
- Octop's shell guard flags curl | bash, then runs it anyway
- mini-AGI's forgetting fix is measured on reading, not on chat
- GameDevBench's 68.8% top score is the only strictly confined row
- Context Engineering Is the Missing Layer Between Your Agent and Its Memory
- Jev shrinks the browser-agent decision loop for faster actions
- open-code-review protects Octave only if you type a space
- Orca's privacy page survives 82 of its 83 telemetry events
- Moli's efficiency map blends two runs its own bench keeps apart
- CodeBurn's $15 hard cap denies tools when it could stop Claude
- OpenOcta's LICENSE is GPL-3.0 again, its README says Apache-2.0
- AIO Sandbox Asks Docker to Drop Seccomp Before It Sandboxes
- LLM Space guards plugin settings with 0600 but not its API keys
- OpenConnector Declares Its Own Defaults Out of Scope
- SoL-Pi's Capability Floor Is Per Mechanism, Not Per Harness
- TradingAgents and LibreChat Are Not Drop-In Replacements
- ripwire Guards Its Gate Count in Source, Not in the PDF
- Gensee Crate's Defense Rate Is the One Number You Cannot Recount
- MetaHarness Advertises Witness Signing Its Bridges Never Export
- HyperFrames Measures 'Same Video' in Decibels, Not Bytes
- SkillHub's Security Scanner Blocks on Crash, Not on Verdict
- CAO's Honest Trust Boundary and Its Phantom Auth Switch
- Ouroboros Preaches Agency and Ships Owner-First Custody
- Open Science's Provenance Engine Would Reject Its Own #1 Badge
- Apache Maka Tracks Its Agents' Screenshots and Ships None of Them
- OpenHarness Lets Its Allow List Outrank Your Deny Rules
- diagram-design Hash-Locks Its Screenshots, Not Its Storefront
- ECC Retired Six MCP Servers Over a Tax Its Catalog Still Pays
- OpenMAIC Source Audit: The Agent Classroom Ships Pedagogy as Machine-Checked Constraint Files
- Archify Source Audit: The Viral Diagram Skill Is Really a Distrust Stack
- Choose the MCP protocol era before dropping sessions
- Twelve Concepts, One Missing Layer: What a 12-Link Agent Curriculum Taught Me About Durable Execution
- One Memory Setup, Every Harness: Reading Omnigent's Hindsight Bridge at the Seam
- Ouroboros: The Agent OS That Hides the Answer Key From Its Own Workers
- Superlog's findings gate stops short of resolution proof
- Self-Improving Agent Systems Require External State and Verifier Loops
- The jeo Ecosystem: State Over History — Five Repos That Build Agents Which Don't Forget What Matters
- Obsidian's Rewrite Approval Setting Stops at Ingest
- jeo-code Puts Skills and Approval Gates Around Coding Agents
- GraphRAG, Agent Memory, and Business Ontology Do Different Jobs
- RLM-FORGE: Architecting Evidence-Gated Recursion in Multi-Agent Loops
- SuperGemma4's Perfect Code Score Misses a Syntax Error
- Feynman Research Recovery Is Not Evidence Assurance
- LLM Wiki: Why Agent-Maintained Markdown Outperforms Ephemeral Vector RAG
- Qwen3.6-Plus Preserves Only Reasoning the Client Replays
- Claude Code rewind depends on who changed the file
- Harness Architecture: Turning Autonomous AI Agent Experiments into Reliable Systems
- Designing AI Agent Teams with Codex Subagents: A Practical Guide to Multi-Agent Workflows
- The Solo Founder Stack: Orchestrating Autonomous Agents from Code to Operations
- LocalCowork Architecture: Sub-Second Tool Routing with On-Device MoE Models
- Agentic Engineering Patterns: Operational Playbooks for Software Development Teams
- Ouroboros Architecture: Proving Human-Outside-the-Loop in a 7-Hour Autonomous Run
- Agentic Engineering: Nine Disciplines Separating Demos from Production Shipping
- Architectural Patterns in Minimal Local AI Agent Ecosystems
- ClawRouter Architecture: Local-First Model Routing for Minimalist AI Agents
- Clawd Control: Real-Time Telemetry and Operational Control for Agent Fleets
- Rowboat Architecture: Local-First AI Coworker Grounded in Knowledge Graphs
- Oh-My-Codex Architecture: Multi-Agent Orchestration for OpenAI Codex CLI
- Google ADK Python Deep Dive: Code-First Multi-Agent Architecture and Evaluation
- Pi Agent Architecture: Minimal Tool Primitives and Branching Execution Loops
- The Agent SDK Landscape: Comparing Orchestration Runtimes and Harness Primitives
- DeepCode and nanobot: End-to-End Repository Synthesis from Research Papers
- Entire and the Agent-Native SDLC: Git Checkpoints, Provenance, and Intent Review
- Harness Engineering: Architectural Principles for Scaling Agents to 1M Lines
- Stop Generating, Start Thinking: Cognitive Debt and Verification in AI Engineering
- BMAD Method Architecture: Phase-Gated Agentic Agile and TEA Execution
- How Claude Code Works: The Agent Loop, Tool Dispatch, and Security Boundaries
- Towards Self-Driving Codebases: Architectural Lessons from Cursor's Agent Harness
- Claude Opus 4.6 and Agent Teams: Lessons from the 16-Agent Compiler Harness
- Enterprise Adoption of Claude Code: Architecture, Governance, and Dual Toolchains
- AI Coding in 2026: Multi-Agent Teams, Harness Engineering, and Closed Loops
- Nanobot Architecture: Why a 4K-Line Personal Agent Framework Outpaces Monoliths
- UI-TARS Desktop: Native GUI Agent Stacks and Vision-Language Computer Use
- Deconstructing 17 Agentic Architectures: From ReAct to Metacognition
- Evaluating Deep Agents CLI on Terminal Bench 2.0 with Harbor
- Source Audit: Fara-7B Synthetic Trajectory Engine and Critical-Point Halting
- Source Audit: Andrej Karpathy LLM Council and Deliberation Mechanics
- Hierarchical Agent Architectures: Breaking Free from Shallow ReAct Loops
- Memory Optimization for Autonomous AI Agents: Mitigating Context Decay
- SIMA 2's Self-Improvement Score Is Not a Game-QA Verdict
- Agentic AI with Java and Neo4j: Building Graph-Native Knowledge Agents
- Hugging Face Agents 2.0 and AgentGen: Automated Planning and Code-Action Frameworks
- Agentic Design Patterns: Reflection, Tool Use, Planning, and Multi-Agent Systems
- Agentic RAG with LlamaIndex Workflows: Event-Driven Retrieval and Qdrant Indexing
- LazyLLM Framework: Low-Code Multi-Agent Pipelines and Component Abstractions
- Orchestrating AI Agents: From LangChain LCEL Foundations to LangGraph State Machines
- The Architecture of Agentic Data Analysts: CodeAct and Execution Sandboxes
- Architectural Foundations of LLM Agents: Profile, Memory, Planning, and Action
- Agentic RAG Architectures: Query Reformulation, Self-Correction, and CRAG
- AgentEval Architecture: Multi-Agent Utility Verification and Dynamic Rubrics
- Anthropic Tool Use and Function Calling: Engineering Autonomous Agent Loops
- Beyond the Foundation Model: Agentic Runtimes, Memory, and Tool Orchestration
- Multi-Agent Architectures: Orchestration, Environment Gyms, and Trajectory Evolution
- Building Systematic RAG Workflows: Beyond the Naive Vector Search Pattern
- The LLM Systems Hierarchy: From Prompt Engineering to Autonomous Agents
- LangChain vs LlamaIndex: Architectural Patterns for RAG and Autonomous Agents
- Why LLM Agent Results Do Not Combine into One Score