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LLMs can be surprisingly useful for company research. But I kept running into a strange split: parts of the reasoning were useful, while the financial
Test data generation is the practice of creating data (synthetic, sampled, or hand-written) to populate a database for development, testing, or stagin
Built 2026-08-15 against us.amazon.nova-lite-v1:0 via the Bedrock Converse API. FastAPI on Python 3.13, deployed to an Amazon Lightsail container serv
Keeping a model endpoint in production usually feels like a configuration change until the failures you already fixed start returning under slightly d
Build a Billing Reconciliation Harness for Chinese AI Model Routers Chinese AI APIs are moving fast enough that a static cost spreadsheet i
The cheapest way to trust a free model endpoint is not to ask it more questions; it is to record what it returned when you last accepted its output, t
Synthetic test data generation is the process of producing database records from a schema or a description instead of copying them from production. Fo
Extract Job Listings from Indeed — Python Tutorial 2026 Indeed is the world's largest job search engine with 250M+ monthly visitors. Here's
A free model endpoint is not ready for automation until you measure its rate limit, response shape, and drift—not its uptime. The failure mode is com
An external service started responding in 3 seconds instead of 30 milliseconds. Nothing crashed, the logs are clean, but the connection pool is full,
If you work with external APIs, you know the problem. There is no dev.github.com, no staging.api.companieshouse.gov.uk, no test endpoint for the thing
Back in early August I fixed a real bug in the MCP server I run for my DEV.to account: create_article could publish two live articles with the identic
Earlier today I shipped a fix to update_article, one of the tools in the MCP server I run for my DEV.to account. The bug was straightforward: the tool
Imagine having your own AI coding assistant that can explain errors, generate code, answer programming questions, and help you work through difficult
Track: Learning & Literacy Tech Stack: Python, LiveKit Agents SDK, Murf Falcon TTS, Google Gemini, Deepgram Nova-3, Next.js, SQLite, LiveKit SIP /
In 2009, Craig Gentry proved that it is possible to compute on encrypted data without ever decrypting it, and the result was widely treated as a theor
If you post cover songs, you know the drill. You want an instrumental of a track, you go to a site like Karaoke Version, and you pay about $2.99. They
This repo has a script, scripts/check_key_facts.py, whose whole job is catching the thing every project accumulates and nobody notices: a real file on
I fixed this script's frontmatter parser a week ago. A draft with an unclosed --- block used to blow up with a bare ValueError: not enough values to u
Agent Plugins 1.0: A Claim-Safe Developer Review GitHub's official changelog now includes an Agent Plugins 1.0 announcement covering VS Code, Copilot