HOlO
32 signals
HOlO V1 IS LIVEone ranked AI digest a day, scored in publicREAD HOW IT WORKS →HOlO V2 STARTSyour X account, your signals, every day
sort bynone cross-sourced today
10 of 32 signals · 0 of these are cross-sourced · digest 2026-10-06
01
Lenny's Newsletter

🎙️ How I AI: 8 real Jev use cases + How OpenAI uses ChatGPT Sites (live at DevDay!) + Claire’s DevDay recap

John Lindquist demonstrates eight real Jev use cases, including real-time voice assistants, data deduplication, and chess analysis. Jev is a fast, cheap decision engine that turns unstructured input into structured decisions, costing 73 cents across 23 development runs. The chess benchmark ran 10 times faster and 4 times cheaper than a low-reasoning LLM, making brute-force analysis viable.

8.0· Jev· ai decision model· cost optimization
score 8 out of 10. 0-10: how dense the facts are, multiplied by how much you can do with them after reading. 8+ means the topic's evidence bar is met: benchmarks and availability for a new model, amount and investors for a funding round, revenue figures for a solo-money story. Below 5 an item does not enter the digest. A press release scores 3 or less, a reprint loses 2, anything older than 14 days loses 1, a headline that misleads loses 3.
02
DEV Community

How do I track where my product ranks on Naver Shopping (without a Naver login)?

Naver Shopping Rank Tracker on Apify automatically checks Naver's mobile shopping section for keywords and returns organic rank, ad rank, and rank change without a Naver login. It costs $3 per 1,000 checks, and scheduling daily builds a rank history. The official Naver Shopping Search API shut down on 31 July 2026, making this scraper a practical alternative.

8.0· naver shopping· rank tracking· apify
score 8 out of 10. 0-10: how dense the facts are, multiplied by how much you can do with them after reading. 8+ means the topic's evidence bar is met: benchmarks and availability for a new model, amount and investors for a funding round, revenue figures for a solo-money story. Below 5 an item does not enter the digest. A press release scores 3 or less, a reprint loses 2, anything older than 14 days loses 1, a headline that misleads loses 3.
03
DEV Community

Your AI Agent Has a Burn Rate: Governing the Cost of Production AI Agents on AWS

Production AI agents on AWS often surprise with invoices: a $40 demo becomes $4,000 monthly. Costs span inference, retrieval, tool calls, and retries. Governing via per-task attribution, model routing, loop caps, and caching can cut inference spend 40-70% with no quality drop.

8.0· cost governance· aws· agent
score 8 out of 10. 0-10: how dense the facts are, multiplied by how much you can do with them after reading. 8+ means the topic's evidence bar is met: benchmarks and availability for a new model, amount and investors for a funding round, revenue figures for a solo-money story. Below 5 an item does not enter the digest. A press release scores 3 or less, a reprint loses 2, anything older than 14 days loses 1, a headline that misleads loses 3.
04
GitHub Trending

tester-army/e2e

e2e is an end-to-end testing framework for web and mobile apps that uses an AI agent to drive the app from natural language goals. It records agent steps and replays them without model calls until the app changes. The tool is open source under Apache-2.0 and supports bringing your own model or API key.

8.0· e2e testing· ai agent· open source tool
score 8 out of 10. 0-10: how dense the facts are, multiplied by how much you can do with them after reading. 8+ means the topic's evidence bar is met: benchmarks and availability for a new model, amount and investors for a funding round, revenue figures for a solo-money story. Below 5 an item does not enter the digest. A press release scores 3 or less, a reprint loses 2, anything older than 14 days loses 1, a headline that misleads loses 3.
05
GitHub Trending

World's first open-source, agentic video production system

OpenMontage is the first open-source, agentic video production system with 12 production pipelines, over 100 tools, and 700+ agent skill and production-knowledge files. It turns AI coding assistants into full video studios, building real videos from stock footage and open archives, not just animating stills. Example productions include a 60-second animated short for $1.33 and a 50-second vertical film for about $4.

8.0· open-source· agent workflow· video production
score 8 out of 10. 0-10: how dense the facts are, multiplied by how much you can do with them after reading. 8+ means the topic's evidence bar is met: benchmarks and availability for a new model, amount and investors for a funding round, revenue figures for a solo-money story. Below 5 an item does not enter the digest. A press release scores 3 or less, a reprint loses 2, anything older than 14 days loses 1, a headline that misleads loses 3.
06
GitHub Trending

pingdotgg/t3code

T3 Code is an open source agent harness control surface that manages AI coding agents from a single app. It works with Claude Code, Codex, Cursor, Grok Build, OpenCode, and Google Antigravity on mobile, web, and desktop. The tool is free, self-hosted, and installs via a one-line command, though it is very early and not accepting major contributions.

8.0· agent control· open source tool· multi-platform
score 8 out of 10. 0-10: how dense the facts are, multiplied by how much you can do with them after reading. 8+ means the topic's evidence bar is met: benchmarks and availability for a new model, amount and investors for a funding round, revenue figures for a solo-money story. Below 5 an item does not enter the digest. A press release scores 3 or less, a reprint loses 2, anything older than 14 days loses 1, a headline that misleads loses 3.
07
GitHub Trending

michael-denyer/pstack-claude

This project ports Lauren Tan's opinionated pstack skill stack to Claude Code, Codex, Pi, OpenCode, Gemini, and Prime Agent. It translates Cursor primitives, tracks upstream, and adds setup and routing tools. Installation uses plugin marketplace commands per harness.

8.0· pstack· claude code· agent workflow
score 8 out of 10. 0-10: how dense the facts are, multiplied by how much you can do with them after reading. 8+ means the topic's evidence bar is met: benchmarks and availability for a new model, amount and investors for a funding round, revenue figures for a solo-money story. Below 5 an item does not enter the digest. A press release scores 3 or less, a reprint loses 2, anything older than 14 days loses 1, a headline that misleads loses 3.
08
GitHub Trending

garrytan/gstack

Garry Tan's gstack turns Claude Code into a virtual engineering team with 23 opinionated tools and 8 power tools. It is free under MIT license and setup takes about 30 seconds. Users run slash commands like /office-hours and /review.

8.0· claude code· open source tools· agent workflow
score 8 out of 10. 0-10: how dense the facts are, multiplied by how much you can do with them after reading. 8+ means the topic's evidence bar is met: benchmarks and availability for a new model, amount and investors for a funding round, revenue figures for a solo-money story. Below 5 an item does not enter the digest. A press release scores 3 or less, a reprint loses 2, anything older than 14 days loses 1, a headline that misleads loses 3.
09
TechCrunch AI

TikTok rolls out an AI shopping assistant and one-click checkout

TikTok launched an AI shopping assistant and a direct checkout feature, allowing users to buy from brands in the For You feed with one click. The assistant understands context and remembers preferences, offering real-time guidance. The features are built with Salesforce, Shopify, Shoplazza, and Stripe; TikTok's economic impact includes $81 billion in U.S. GDP and an estimated $15.8 billion in 2025 U.S. sales.

8.0· tiktok· ai shopping assistant· social commerce
score 8 out of 10. 0-10: how dense the facts are, multiplied by how much you can do with them after reading. 8+ means the topic's evidence bar is met: benchmarks and availability for a new model, amount and investors for a funding round, revenue figures for a solo-money story. Below 5 an item does not enter the digest. A press release scores 3 or less, a reprint loses 2, anything older than 14 days loses 1, a headline that misleads loses 3.
10
TechCrunch AI

HackerRank’s AI interviewer offers a glimpse into what job interviews could become

HackerRank is making its AI interviewer Chakra generally available after a six-month beta, during which it conducted over 500,000 interviews for companies like Snowflake, Snorkel, and Capgemini. Chakra combines recruiter screen, take-home assessment, and engineer interview into one session, and measures candidates' AI fluency and critical thinking. Suspicious-activity flags were 70-80% lower compared to traditional assessments, as candidates have access to AI, reducing incentive to cheat.

8.0· AI interview· recruitment process· HackerRank
score 8 out of 10. 0-10: how dense the facts are, multiplied by how much you can do with them after reading. 8+ means the topic's evidence bar is met: benchmarks and availability for a new model, amount and investors for a funding round, revenue figures for a solo-money story. Below 5 an item does not enter the digest. A press release scores 3 or less, a reprint loses 2, anything older than 14 days loses 1, a headline that misleads loses 3.

preview: 10 of 32 signals kept today

browse the digest & archive