This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built In our house, one person does most of the driving: soccer practice, piano, dentist, birthday parties. We have a shared calendar for all the activities but my wife keeps a lot of logistics in here head.…
From the Word 'Risk' to Tighter Stops: Automating Quant Parameters via NLP Keyword Capture from LLM Outputs It was 00:33 AM on a Sunday, typically a low-volume period, but the Solana (SOL) market was experiencing a highly volatile, uncharacteristic session. As I scrolled through the live system…
You build a support workflow in two steps. At 06:00 a scheduled job connects to your MCP server, reads the night's tickets and works out that 4127 and 4133 are the same bug. At 10:00 you open a chat client and ask the agent which tickets can be closed. That is a new client connection, perhaps to a…
Building a Sub-5ms Sovereign LLM Gateway with Redis and OmniRoute Mesh Modern enterprise AI applications require high-throughput model routing, fallback resiliency, and strict token cost optimization without exposing sensitive prompts to third-party loggers. In this architectural overview, we…
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built I built a chess game analyzer for my friend. He loves chess, but he doesn't play often enough to pay for a subscription just to find out what he did wrong after a game or a puzzle. His request was simple…
An LLM agent’s final accuracy can hide whether it failed to retrieve evidence or used that evidence badly. AgentHop tests 19 models on 1,011 computer-science multiple-choice questions in a seven-tool sandbox. The authors report that Opus 4.6 retrieves more, while Sonnet 4.6 synthesizes better…
Secret scanners have a noise problem. Point one at a big, healthy codebase and you get hundreds of alerts: test fixtures, docs examples, long identifiers that happen to look random. People stop reading them, and then the real leak slips through. That gets worse with AI coding agents, which write…
BOSS vs YOU: I Built a Boss Fight for My Bored Friend — and an Open LLM Plays the Boss My friend is bored by every game I show him. Too easy, too grindy, too predictable — the boss does the same three moves, so why keep playing? Fair. So for the Hacktoberfest Weekend Challenge ( Build for a Friend…
Most LLM apps get tested for answer quality. Very few get tested for what happens when someone tries to make them misbehave. When teams do try security testing, they usually reach for jailbreak prompts. That has two problems: the results are subjective ("is this answer bad enough to count?"), and…
To reduce the LLM API bill for a healthtech SaaS app, preserve the quality and latency of human review first. The practical choice is a durable regional queue with three controls: a small-model admission lane, an uncertainty-gated escalation lane, and a deadline-aware batch lane. Keep the…
