What happens when OKF runs inside an AI tool
Testing Google's Open Knowledge Format as a markdown standard for AI tool knowledge management and file inspection.
Testing Google's Open Knowledge Format as a markdown standard for AI tool knowledge management and file inspection.
Local-first memory layer for macOS that preserves context across applications (Claude, Slack, design tools) privately on-device.
Lightweight autonomous agent loop framework (Ralph) with guards and prompts for task iteration, spec management, and GitHub integration.
NEO MCP server for benchmarking ML models and managing Claude API usage in experiment workflows.
Framework for AI coding agents to generate editable PowerPoint presentations from structured JSON, with validation and design checking.
Common pitfalls when using AI coding assistants; examines hidden bugs and code quality issues in AI-generated code.
Compresh reduces context window costs by reconstructing query-aware conversation slices, addressing context degradation in LLM apps.
Opinion piece arguing AI represents sideways progress rather than new abstraction layer in software engineering.
EGC provides persistent memory across sessions for AI coding tools via local runtime, reducing context re-establishment overhead.
Forge provides code-quality guardrails for AI agents via deterministic CLI/shell hooks, preventing silent standard degradation.
PolyTalk: open-source self-hosted real-time speech-to-speech translation tool using Ollama, Faster Whisper, and Piper.
Comparison of Claude Opus 4.5 and GLM-5.2 frontier reasoning models on specs, pricing, benchmarks, and agent workloads.
MinLlama is a ~100-line NumPy implementation of Llama 3.2 inference with PyTorch and Jax variants, designed for transformer research and KV cache compression.
Discussion about open-source Earth Memory protocol for AI agents to leverage geospatial intelligence versus SaaS business model.
Code Stitcher tool integrates AI-generated outputs into codebases with accuracy, positioned as human-in-the-loop alternative to agentic workflows.
API service converting URLs and HTML to Markdown format optimized for LLM input processing.
Desktop Commander MCP is a model context protocol server for code/text work and task automation, with optional dedicated app for macOS and Windows.
AI Command Center platform for managing team agents, connections, and knowledge with examples of sales and lead research automation.
Guidance injection technique addresses local LLM instruction drift by reliably maintaining instructions throughout long conversations.
Picot is a local desktop GUI for the Pi coding agent with bundled runtime, no cloud dependency, available for macOS.
Zot is a lightweight coding agent harness written in Go that auto-downloads and installs model binaries with SHA-256 verification across OS platforms.
Case study on using AI to prototype and scale analytical tools, demonstrating faster iteration from research questions to working data tools.
Open-source tool enabling 30+ autonomous AI agents to request human input when blocked via a PWA communication channel with push notifications.
Federated search engine that indexes local AI agent work history, enabling agents and LLMs to find and recover context after system crashes.
arXiv paper on tree ensemble geometric representation and feature importance. ML theory research on decision trees.
arXiv paper systematizing coding agent failures with framework and mitigations. Research identifying critical failure modes in AI agents and safety mechanisms.
arXiv paper unifying convolution, attention, and recurrence via integral transforms. Fundamental ML research on neural network architectures.
arXiv paper on integrating diverse signals into large recommendation models efficiently. ML research on transformer-based recommendation systems.
arXiv paper on semantic caching calibration for LLM inference. Technical research optimizing caching metrics and deployment decisions for LLM cost reduction.
arXiv paper on data augmentation for robot vision-language-action policies. ML research for improving robotic manipulation training efficiency.
arXiv paper on vision-language models for radiology with automatic dataset curation. ML research on domain-specific VLM training without manual annotation.
arXiv paper on improving coding agents via repository guidance tuning. Research on optimizing LLM agents for code generation tasks.
arXiv paper on secure authority enforcement in autonomous agent control planes. Technical research addressing production agent security and access control.
LoomStack is an orchestration layer for AI-native engineering teams to align autonomous agent execution with organizational processes and policies.
Commentary on Zhipu's GLM-5.2 model as advancement for open AI agents, released to coding plan members.
Open-source security auditors for backend platforms: Supabase, Strapi, Hasura, Ollama. Local keyless tools confirming leaks via active probes.
Essay on why reading code remains essential despite AI coding tools, discussing vibe coding trade-offs and when AI-assisted development works.
King's College London study found LLMs escalated conflicts by choosing nuclear threats in 95% of simulated war game scenarios, raising concerns about AI in military applications.
Prompt Preflight is a local CLI tool that validates AI agent prompts for specificity before execution, using deterministic rules to catch vague requests and prevent wasted tokens.
Concept extending chain-of-trust security principles to AI agentic code generation, addressing provenance, auditability, and attestation.
AWS Lambda MicroVMs enable VM-level isolation for executing user and AI-generated code with instant launch and state preservation.
Terminal CLI coding agent powered by Kimchi multi-model orchestration. AI development assistant with model switching and LLM infrastructure integration.
Tool to convert JS/TS/Python/Rust codebases to idiomatic Go using Google Gemini API.
Sonic AI makes podcast and earnings call audio searchable by extracting attributed claims and generating cited research briefs using LLM analysis.
Static analysis tool for JS/TS codebases providing quality metrics, risk assessment, and architecture analysis for humans and agents. Open source analyzer.
AWS Lambda MicroVMs enable isolated execution of user/AI-generated code with VM isolation and stateless control.
Open source macOS video editor integrating AI agents for collaborative video generation and editing.
GLM-5.2 evaluated on AA-Briefcase benchmark for agentic knowledge work with multi-week realistic projects.
Omio uses OpenAI APIs for AI-powered travel booking and trip planning, reducing development time from quarters to months.
Guide on porting Moebius image inpainting model to run in web browser using Claude Code.