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GPT Image local edits: check the mask and the supposedly unchanged pixels
5+ hour, 37+ min ago (922+ words) Run a GPT Image masked edit and inspect pixels outside the target area. Includes real outputs, alpha-mask checks, a pixel comparison and reproducible inputs. A mask tells an image-editing request where you want a change, but you should still inspect…...
Ponytail: The 152K-Star Skill That Makes AI Agents Write Less Code (Tested Claims, Install Guide)
1+ week, 2+ day ago (1023+ words) Agent Skills, Claude Code, Developer Tools, Open Source, Prompt Engineering Part of Agent Skills Ponytail is a 152K-star skill that makes AI coding agents pick the laziest solution that works. What the ladder does, the benchmark behind the 54% claim, and…...
mcp-builder
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Build an Agent-Friendly Customer Record Before Replacing the CRM Screen
21+ min ago (456+ words) By Tej Pandya, founder of GrowEasy.ai A conversational sales interface is easy to demonstrate. A customer record that survives conflicting updates is harder to build. If an agent can read a lead, propose a visit and write a follow-up,…...
Your backtest beat a t-test. Would it beat a placebo?
21+ min ago (581+ words) You test 11 moving-average crossovers on five years of daily prices. The best one has a Sharpe of 1.2, and a t-test on its returns says p = 0.01. Is it real? This post is about why, and how to run the placebo on…...
I simulated 160,000 backtest searches to see which overfitting corrections keep their promise
21+ min ago (789+ words) If you try twenty versions of a trading strategy and keep the best one, its Sharpe ratio is flattered by the search. Everyone who backtests knows this, and there are standard corrections for it: the deflated Sharpe ratio, the Harvey…...
Model a Sales Reminder as a State Machine, Not a Prompt
21+ min ago (422+ words) By Tej Pandya, founder of GrowEasy.ai A reminder agent needs somewhere to store what it owes. If the only record is the conversation, developers cannot reliably tell whether an action was planned, attempted or completed. This example is a…...
Meet BugTraceAI: an open-source, self-hosted agentic pentester
29+ min ago (292+ words) Every security team knows the pattern: you want a proper assessment of an app, but the options are waiting weeks for a consultancy slot, or stitching together a dozen tools and babysitting them for days. Bug bounty hunters know a…...
# WILDR: What If AI Helped Us Spend Less Time Online?
30+ min ago (898+ words) This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass We build AI tools to help us do more on our screens. But what if we built one that encouraged us to put the phone down? That…...
Model a Call-to-CRM Handoff as Linked Events, Not One Summary
30+ min ago (422+ words) By Tej Pandya, founder of GrowEasy.ai A call-first sales workflow crosses several boundaries: the call provider, a transcript, messaging history and the accepted customer record. A single "latest summary" field hides those boundaries. The design below is illustrative, not…...