Posts tagged “ai-agents”

Ten weekly lint runs on a 334-page wiki never lowered the broken-link count once. Detection is cheap and automatable. The repair is 154 decisions only the wiki's owner can make.

Published forward-deployed engineer pods all include a strategist and builders, but no seat that grades the work independently. A fractional acceptance owner costs roughly 2.5% to 7.5% of a $200K quarter.

A study of 718 firms found coding agents added 30% more code and no detectable gain in finished work. The review data suggests the extra output piled up in a queue nobody resized.

Gartner forecasts over 40% of agentic AI projects will be canceled by 2027. The costlier outcome is the pilot nobody kills. A kill sheet signed before launch prices the difference.

A Morse code message and a free NFT moved about $174,000 out of an AI agent's wallet. On-chain transfers can't be reversed, so every control that matters has to run before the agent signs.

"Forward deployed engineer" now labels four different things — two job titles at one AI lab, a billion-dollar org at AWS, and a software feature inside Palantir Foundry. The scope was never agreed on.

The same six classification questions cost $53 per million calls on a System One model and $11,183 on Claude Opus 5. The savings are real. Keeping them depends on the thresholds your agent harness sets.

A backup script exited clean for 262 straight nights while syncing nothing. The reason applies directly to any agent you let run unsupervised for hours or days.

Enterprise agent pricing multiplies the cheap layer—user seats—while leaving the expensive layer—compute—flat or unbundled. Here's how to split the invoice before you sign it.

The word "context" covers four unrelated systems — a token limit, a 35-million-token corpus, a hand-edited rules file, and session memory — and treating them as one job wastes real work.

Karpathy's LLM-wiki pattern works for personal knowledge, but six months of running it in production surfaced three failure modes he never mentions.

New survey data shows AI agent rollback rates rise, not fall, as safety guardrails mature — because better monitoring catches failures other teams miss entirely.

Anthropic's usage data shows coding has already crossed into delegation: 61% automation versus 39% augmentation. Most coding tools are still built for the wrong half.

Cory Doctorow says AI is a bubble. He's right about the labs' balance sheet and wrong to let it answer for whether your deployment pays for itself.

Agents made execution cheap and human attention scarce. The answer isn't more discipline — it's building the same kind of infrastructure that solved every other bottleneck before this one.

A $20K monthly token bill isn't one cost — it's a pipeline with four measurable leaks: retries, prompt bloat, MCP schema overhead, and redundant judge passes. Treat the invoice as telemetry, and half of it turns out to be waste.

You cannot retrain Claude. You cannot fine-tune GPT. The weights belong to Anthropic and OpenAI, and no amount of clever prompting changes a single parameter. That fact makes a lot of engineers…

The newest coding-agent benchmark grades the work that eats a senior engineer's week: messy bugs, investigation, maintainability, taste. Those are the skills a rising pass rate keeps hiding.

OpenTelemetry's GenAI conventions will tell you your agent called Claude, spent 1,843 input tokens, took 900 milliseconds, and returned without an error. They will not tell you the answer cited…

An agent connected to five MCP servers can burn 55,000 tokens on tool schemas before it reads the first word of your request. GitHub's server ships 35 tools at roughly 26K tokens. Slack adds 11…

Someone on r/devops just asked whether to take an AWS Cloud Support Engineer role for 18 months — trading hands-on building for "AWS internals exposure and the brand on the CV." Both replies told…

Anthropic now ships at least three different memory models inside the Claude product family, and they don't behave the same way. Claude.ai has a chat memory feature for Pro, Max, Team, and…

Microsoft just patched a built-in Entra ID role they shipped as scoped to "agent identities" — and which, in practice, let anyone holding that role take over almost any service principal in the…

Six frontier coding models now score within 0.8 points of each other on SWE-bench Verified. The same model wrapped in different agent frameworks swings almost ten points on SWE-bench Pro. Picking…

AWS just launched two autonomous AI agents — Security Agent and DevOps Agent — and they're both generally available now. These aren't chatbots with polished wrappers. They're persistent,…

Your AI agent project is going to fail. Not because the technology doesn't work—it does. Not because your team isn't smart—they are. It's going to fail because you're building the wrong thing, for…