Very Average Prototypes
An indie game developer used AI coding tools to rapidly prototype three game ideas, but found the resulting prototypes were soulless and unfun. After reverting to traditional prototyping methods for a fourth project, the…
Large language model (LLM) news — GPT-4, Claude, Gemini, Llama, Mistral and the latest research on training, fine-tuning, RLHF, and deployment of LLMs.
An indie game developer used AI coding tools to rapidly prototype three game ideas, but found the resulting prototypes were soulless and unfun. After reverting to traditional prototyping methods for a fourth project, the…
A developer built ContextVault, an open-source, local-first memory layer for AI-assisted development, after losing context from AI conversations when switching between tools like ChatGPT, Codex, and Cursor. ContextVault …
A developer released Earshot, an open-source Slack bot that uses Anthropic's Claude to autonomously scope, delegate, and track tasks from Slack threads, with state-machine durability and safety guards enforced by the har…
A developer built a Telegram bot called SnapPlateBot that identifies food from photos and estimates calories, protein, fat, and carbs. The bot initially struggled with accuracy, misidentifying borscht as berry compote, b…
A developer built a conflict-free multi-agent ensemble that orchestrates Claude and Codex to collaborate on coding tasks without stepping on each other's changes. The system uses a shared context and a lock mechanism to …
A developer built Madame Minou, a French cat astrologer app, using Kiro and Amazon Bedrock during a Paris hackathon. The app computes a cat's sun sign deterministically in code, then uses AI to generate a reading based o…
A developer building RagPack, a Go library for chunking files for embedding, used the iter package introduced in Go 1.23 to create a streaming parser interface. The iter.Seq2 type allows parsers for various file formats …
LectuLibre, an AI-powered book translation platform, built an instant translation help feature that lets readers highlight any phrase and receive a context-aware, human-quality translation within seconds. The feature use…
A developer created ctxpack, a zero-dependency CLI tool that packages an entire codebase into a single file for AI models like Claude and GPT. The tool handles three common problems: it orders files into a single documen…
Alibaba has banned employees from using Anthropic's Claude Code over alleged backdoor risks, directing them to its own Qoder platform amid a dispute over model distillation. Anthropic accused Alibaba of illicitly extract…
Backboard R-CLI, a small open-source terminal agent, achieved the #1 published score on Terminal-Bench 2.1 with 84.3% accuracy (75/89 tasks), beating larger competitors like Codex CLI and Claude Code. Using the same off-…
A developer argues that agent architectures should use a dumb orchestrator with specialized submodels rather than a single monolithic model. The approach, inspired by the brain's separation of planning and sensory proces…
A developer built Velocity, an AI platform that converts plain-English descriptions into production-grade n8n workflow JSON. The system uses a Next.js 16 frontend with Gemini API and Supabase backend, treating the system…
Prompt injection in AI agents cannot be prevented with better system prompts, only with architectural controls. MailKite's inbox agent is designed assuming compromise, using ACLs, domain ownership verification, and scope…
Solon 4.0's ReActAgent enables developers to build AI agents that reason, use external tools, and adapt based on real-world feedback. The agent implements a cognitive loop of thought, action, and observation, and has bee…
Solon 4.0 introduces ChatModel, a unified LLM client that abstracts away boilerplate code for integrating large language models into Java applications. The API supports multiple model providers including OpenAI, Ollama, …
A developer argues that HTTP 200 status codes are insufficient to define success for AI API requests, as responses can hide fallback models, retries, empty outputs, or latency issues. The post introduces TackleKey, a pla…
A developer revisits local LLMs six months after an initial discouraging assessment and finds the landscape transformed. With new models like Qwen3.6-27B, Qwen3.6-35B-A3B, and Qwen-Coder-Next-80B, local performance now r…
Gavio, an open-source interceptor pipeline for production LLM applications, has been released. The tool sits between applications and LLM providers, offering PII protection, audit trails, reliability, and cost control th…
Billy, a self-hosted AI assistant that lives in Telegram, has been released. It runs locally via Ollama or in the cloud, uses Anthropic Claude as its brain, and can manage email, CRM, documents, and research. The assista…