AI Intelligence Archive

Many modern language models have adopted hybrid architectures that incorporate both linear-time recurrence and softmax attention. Modern recurrence layers provide a highly expressive mixing mechanism while ensuring high throughput by compr…

Frontier agents retrieve structural metadata well and compute geometry from coordinates less reliably. We ask how much of a benchmark score reflects that gap and how much reflects the evaluation configuration around the model. We study Pro…

Agent learning is shifting from learning from human data toward learning through interaction with the world. However, scaling such learning directly in real-world computer systems is challenging and can introduce substantial security risks…

Context compression improves long-context efficiency but may introduce faithfulness issues through an information bottleneck. Existing evaluations rely on QA metrics, but a reader can still answer correctly from an unfaithful compression, …

Beyond basic tool use and coding skills, effectively incorporating visual references into agentic generation is equally essential for applying AI agents to real-world productivity tasks. We study this crucial capability through webpage dev…

Memory-native evolution requires making memory an intrinsic capability of foundation models, enabling them to continuously accumulate and utilize information. To this end, we introduce MemT-1.0, a new architecture of memory foundation mode…

@reflection_ai @baseten - 排行榜：https://arcprize.org/leaderboard - 复现公开结果：https://github.com/arcprize/arc-agi-benchmarking - 测试政策：https://arcprize.org/policy - Beam 1.0 完整结果：https://arcprize.org/results/reflection-beam-1-0

Day 19 of 30 Days of Search. TL;DR A vulnerability research agent investigates an alert...

Injection Defense: Seven Notes on Settling the Security Debt Source version of CodeSmith:...

There's a piece of advice I've been seeing a lot lately...reduce friction, protect your engineers'...

Claude Code's /sandbox is built on @anthropic-ai/sandbox-runtime. Install srt, run one probe plain and sandboxed, and see which layer stops each line.

A local tool that reads Panamanian receipt photos with Gemma and produces a CSV with the ITBMS sales tax, where the model transcribes and the code calculates.

One text prompt, four original 1376\u00d7768 stills: Higgsfield charged two credits per image and delivered watermarked PNGs; Kyncept charged one credit per...

For years, I was involved in developer advocacy. I organised meetups, spoke at many of them, and was...

Persistent agents and agent teams truly caught my attention when I tried Grok Bot. Publicly, Grok...

AI is becoming capable of doing more than generating test cases. AI agents can help plan test steps,...

I build a small site where people play heads-up hold'em against AI models. At the end of every hand...

I Built LineLoom: A Local-First VS Code Autocomplete Extension — v1.0.0 Is Here Write...

The fail-closed gate: a release-gate design story Draft — for review. Part 5 of the...

Frontend and backend need different agent rules. Set up nested AGENTS.md and CLAUDE.md files, then check which ones Codex and Claude Code really loaded.

Picking the best of 21 gate thresholds on 100 held-out actions overstates EV by 0.12 in a seeded simulation. Why it happens, and three fixes.

KillSwitch is an esolang designed to be unusable by LLMs: a lying spec, anagram-only function calls, values chosen by dice roll. I built its interpreter, ran every sample program, diffed its two specs (484 lines vs 887,584 words of decoy),…

Two leaderboards name the same #1 open-weight model, then disagree on ranks 3 to 9 and on which models count as open. A row-by-row audit with code.

FREE $250 Docker Sandbox Credits for 6 Months to run AI agents, MCP servers, and isolated microVMs in the cloud!

Why would an AI company build its own version control system when Git already powers so much software...

Grok Bot can use your own computer too. I asked it by voice to find a video on my laptop, fix the audio and hand it to my other bots to get it ready for YouTube, with nothing going public until I say yes.

Most AI coding benchmarks test standard web apps or CRUD dashboards. Frontier models can already...

Main instruction files that tell the agent who it is score lower than the rest, at every file...

What a developer runs into when serving Sperid Labs' Apache-2.0 image model: download size, real GPU memory, timing and response size.

7,600 fake repos shipped in 2026, 800 posing as AI skills and MCP servers. RepoPilot scores any repo 0 to 100 on AWS Lambda and Bedrock, before you run it.

ENTERPRISE AI ARCHITECTURE & INFERENCE SYSTEMS ENGINEERING Technical Audit: PagedAttention KV...

Dash is my open-source Nest Hub style wall display with a Hey Dash voice assistant on Gemini 3.8 Live: ephemeral tokens, WebSocket audio, tool calls and cost.

AI Security A deep-dive walkthrough of securing AI applications built on .NET — covering...

Most of the backend code I've deleted this year wasn't deleted because it was bad. It was deleted...

AI owns DEV's front page this week: AI features running in the browser on one side, AI fatigue on the...

A chart went around r/SaaS this week and it stopped me cold. Two bars. On the left, market cap: 35 of...

The pivot I spent the last months building a local multi-agent CLI code generator - planner → coder →...

Three levers that cut agent token spend without cutting quality: cheaper retrieval handoffs, lifecycle-aware model placement, and content-based proxy routing.

Hi! I am Ricardo Sueiras, leading SDLC transformation at Indicium AI. That means I get to work with...

Budget alerts report the overrun after the money is gone. Here's a pre-flight, atomic budget cap for OpenAI and Anthropic clients that you can copy and paste.