#Llm

Inkling Puts 975B Open Weights in Reach

Murati's lab ships a frontier MoE you can fine-tune, not just rent.

Article · 1mo ago2

GPT-5.6 Agents Write Their Own Orchestration

Programmatic tool calling moves multi-step control flow into a sandboxed V8 runtime, cutting round trips and context bloat.

Article · 1mo ago1

Genkit Agents API cuts the agent plumbing tax

One chat() surface for history, tools, streaming, and sessions. Preview in TypeScript and Go, with real trade-offs.

Article · 1mo ago1

Discarded Teslas Still Deliver Local AI VRAM

Enterprise cards at $60–200 remain usable for intermittent inference and training if you tolerate older stacks and power draw.

Article · 1mo ago0

Build a Text-to-SQL Agent with Schema-Aware Guardrails

Generate SQL from natural language with an LLM, then validate every query against an AST-based guardrail before it touches your database.

Tutorial · 1mo ago0

Fine-Tune Qwen2.5-7B with QLoRA on Your Own Data

A practical walkthrough for QLoRA fine-tuning Qwen2.5-7B-Instruct on a custom instruction dataset, with real cost numbers and a loss-masking sanity check most tutorials skip.

Tutorial · 1mo ago0

Vercel AI SDK 6: Demystifying the Agent as a Bounded Loop

Stop chasing agentic magic. Vercel AI SDK 6 formalizes multi-step LLM interactions as structured, observable while loops.

Article · 1mo ago0

GPT-5.6 Sol Rewrites the Economics of Agentic Coding

OpenAI's new flagship matches Claude Fable 5 on intelligence for a fraction of the cost, but introduces new architectural trade-offs.

Article · 1mo ago0

Why You Need a Vulnerability Harness, Not a Security Agent

Stop pointing raw LLMs at your codebase. Build a stateful, model-agnostic pipeline to find and validate real security bugs.

Article · 1mo ago0

The Myth of the Unsearchable LLM Dataset

OpenAI's legal battle reveals the technical reality of tracking training data and the compliance risks of ignoring data provenance.

Article · 1mo ago2

GPT-5.6 Gets Smarter, and Harder to Trust

OpenAI's new flagship finds more bugs and takes more liberties, and the real productivity bottleneck still isn't the model.

Article · 1mo ago2

Speed Versus Correctness in the Frontier Model Build Off

A technical breakdown of how Grok 4.5, GPT-5.5, and Claude handle real-world app building and API routing.

Article · 1mo ago1

The Vibe Coding Debate Behind Chatto's Snappy Open Source Launch

Chatto's lightweight, self-hosted chat platform challenges traditional development norms with an AI-assisted codebase and impressive performance.

Article · 1mo ago2

Guarantee Structured JSON from Any LLM Call with OpenAI Structured Outputs and Pydantic

Skip the fragile JSON parsing and schema drift. Use OpenAI's structured outputs API with Pydantic to get fully-typed objects back from every model call.

Tutorial · 1mo ago0

Bun's Rust Rewrite Killed the One-Way Door

An LLM ported a million lines from Zig to Rust in under two weeks. The conformance suite mattered more than the model.

Article · 1mo ago3