ax@ax-radar:~/all $ grep -v 'tier=excluded' stream.log
40 srcsignal 72%cycle 04:32

posts · 2026-07-16

33 items · updated 3m ago
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2026-07-16 · Thu
11:58
12d ago
Hacker News Frontpage· rssEN11:58 · 07·16
Let's Build PlanetScale from Scratch: Infrastructure
The author replicates PlanetScale's branching model at home using Ceph RBD and copy-on-write snapshots. The key idea is separating storage from compute: database containers are created from immutable images, and branches share unchanged data instead of copying the entire database. The project is called Homescale, its CLI follows Docker's image/container model, and Postgres is the first supported engine. The post does not include performance benchmarks or production readiness—this is a prototype.
#PlanetScale#Ceph#Homescale#Open source
editor take
Homescale replicates PlanetScale branching at home with Ceph snapshots—storage-compute separation, but still a prototype.
HKR breakdown
hook knowledge resonance
open source
65
SCORE
H1·K1·R0
11:49
12d ago
Hugging Face Blog· rssEN11:49 · 07·16
DharmaOCR beats newer OCR models on Brazilian Portuguese with an older architecture
Dharma-AI open-sourced DharmaOCR, an OCR model specialized for Brazilian Portuguese. Using an older architecture, it beats Mistral OCR4 and Unlimited-OCR on that language through two-stage training: supervised fine-tuning followed by Direct Preference Optimization (teaching the model to pick better transcriptions from preference pairs). The post doesn't disclose exact benchmark scores but argues domain specialization and training strategy matter more than architecture novelty.
#Dharma-AI#DharmaOCR#Mistral OCR4
editor take
DharmaOCR beats Mistral OCR4 on Brazilian Portuguese using an older architecture + two-stage training, but the post doesn't disclose benchmark scores.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H0·K1·R0
11:46
12d ago
Hacker News Frontpage· rssEN11:46 · 07·16
Accent Changer App Keeps Your Voice, Changes Only the Accent
Accent Changer is an online tool that takes a 5–15 second voice clip, lets you pick from 13+ accents (American, British, Australian, etc.), and returns accent-converted audio in 30–90 seconds while preserving your timbre and original language. It doesn't translate or clone voices—useful for podcasters, learners, and professionals on calls. The post doesn't spell out free-tier limits or commercial terms; check before publishing.
#Accent Changer
editor take
Record 5-15s, pick from 13+ accents, get accent-converted audio in 30-90s while keeping your voice. Useful for podcasters and learners, but free-tier limits and commercial terms aren't disclosed.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H1·K0·R0
11:04
12d ago
Hacker News Frontpage· rssEN11:04 · 07·16
Resurrected an 8-year-old CSS library, now animate with attributes
Vivace is a <7 kB CSS animation library that lets you compose entrances, springs, and staggers directly in HTML attributes. It uses a MutationObserver to auto-register dynamically mounted elements and a single IntersectionObserver for all scroll triggers—no per-element listeners. It ships 18 animation keys, 5 trigger types (load, appearing, hover, click, focus), and a plugin API for custom keys and triggers. MIT-licensed, inspired by A.css. The post doesn't name the original 8-year-old library or detail differences from it.
#Axel RAKOTOARIVAO
editor take
A <7 kB CSS animation library that composes entrances, springs, and staggers via HTML attributes—MutationObserver auto-registers dynamic elements, no per-element listeners.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H1·K1·R0
11:00
12d ago
The Verge · AI· rssEN11:00 · 07·16
Inside the big business of selling AI to the police.
The Verge went inside the IACP tech expo, where AI is being sold as the future of policing. Reporters were barred from entry but interviewed attendees outside. Products range from facial recognition to predictive patrol and live surveillance. The piece doesn't name specific vendors or deal sizes, but flags the core tension: AI speeds up police decisions while amplifying bias and accountability gaps.
#The Verge#International Association of Chiefs of Police
editor take
The Verge reporter got barred from the IACP tech expo—a sign of how opaque AI policing procurement really is.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H0·K0·R0
10:06
12d ago
Product Hunt · AI· rssEN10:06 · 07·16
Routine AI: Voice-controlled work platform, pitched as 'Siri for work'
Routine is an all-in-one work platform combining tasks, calendar, docs, and projects. This week it launched AI voice control on Product Hunt, letting users schedule meetings, add reminders, take notes, search knowledge, and update projects via natural speech. Backed by Y Combinator, launched in 2021, it has 1,300+ followers and a 4.8 rating. The post does not disclose latency, supported languages, or pricing details.
#Routine#Y Combinator#Product Hunt
editor take
Routine adds voice control to its all-in-one work platform—think Siri for tasks, calendar, and docs. The post doesn't disclose latency or language support.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H0·K0·R0
09:58
12d ago
AI HOT (Curated Pool)· aihot-apiZH09:58 · 07·16
Gemini Enterprise Agent Platform Adds Parallel Web Search as Grounding Provider
Google Cloud has integrated Parallel Web Systems as a native grounding provider for the Gemini Enterprise Agent Platform. Developers can now use Parallel's search API via the Gemini API, Agent Studio, or Google Cloud Marketplace to ground Gemini models in real-time web data with citations. Parallel's index is built for agent workloads, supporting programmatic calls, data caching, and cross-model post-processing. This addresses factual accuracy needs in KYC checks, catalog enrichment, and real-time news analysis. Founded by ex-Twitter CEO Parag Agrawal, Parallel runs on Google Cloud with an optional zero data retention mode.
#Google Cloud#Gemini Enterprise Agent Platform#Parallel Web Systems
editor take
Google Cloud bakes Parallel's search API into Gemini Enterprise Agent Platform so models cite live web pages with links.
HKR breakdown
hook knowledge resonance
open source
62
SCORE
H0·K1·R0
09:24
12d ago
Product Hunt · AI· rssEN09:24 · 07·16
CreateOS Sandbox: hardware-isolated sandboxes for AI agents in ~30ms
CreateOS Sandbox gives AI agent builders a hardware-isolated sandbox with p90 latency of ~30ms. It ships with CLI, SDK, 50+ real-world examples, Claude plugins, and computeSDK integration. The post doesn't disclose pricing details beyond a free tier.
#CreateOS
editor take
Hardware-isolated sandbox for AI agents with ~30ms p90 latency. Useful for untrusted code, but only a free tier is disclosed — no pricing details.
HKR breakdown
hook knowledge resonance
open source
62
SCORE
H1·K1·R0
08:03
12d ago
Hacker News Frontpage· rssEN08:03 · 07·16
Where YC founders go after their startups: mostly OpenAI and Anthropic
Startups.RIP tracked 105 YC founder journeys and found OpenAI and Anthropic as the top destinations. Sam Altman runs OpenAI as CEO; Emmett Shear briefly steered it for one weekend in 2023. On the Anthropic side, Monzo co-founder Tom Blomfield works on the compute team, and ex-GazeHawk engineers build Claude APIs and SDKs. Data is current as of July 14, 2026. The post doesn't disclose what share of all YC alumni these 105 represent or how they were selected.
#OpenAI#Anthropic#Y Combinator
editor take
Startups.RIP tracked 105 YC founders — OpenAI and Anthropic are the top destinations.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H1·K0·R1
07:59
12d ago
AI HOT (Curated Pool)· aihot-apiZH07:59 · 07·16
TSMC raises 2026 capex forecast to $60-64B, A14 process on track
TSMC raised its 2026 capex forecast to $60-64B from ~$56B during its Q2 earnings call. Chairman Wei says A14 (1.4nm) development is on track for 2028 production, with strong interest from mobile and HPC clients. Q3 revenue guidance is $44.6-45.8B; full-year USD revenue growth exceeds 40%. HPC accounted for 66% of Q2 revenue, smartphones fell to 22%. Wei sees Intel's EMIB commercialization as positive since advanced packaging capacity remains a bottleneck.
#TSMC#Wei Zhejia#Huang Renzhao
editor take
TSMC raised 2026 capex to $60-64B, A14 (1.4nm) on track for 2028, and HPC now 66% of revenue.
HKR breakdown
hook knowledge resonance
open source
35
SCORE
H0·K0·R0
07:42
12d ago
AI HOT (Curated Pool)· aihot-apiZH07:42 · 07·16
Patter SDK Guide: Building a Restaurant Booking Phone Agent with Dynamic Variables, Guardrails, Latency Dashboards, and Eval Checks
Patter released an SDK tutorial that walks developers through building a restaurant booking phone agent. It covers dynamic variables, guardrails, latency dashboards, and eval checks—essentially a full toolchain for configurable parameters, safety boundaries, performance monitoring, and result validation. The post does not disclose pricing, open-source status, or specific performance numbers; it only provides a functional implementation guide.
#Benchmarking#Patter
editor take
Patter's SDK tutorial for a restaurant booking phone agent covers dynamic variables, guardrails, latency dashboards, and eval checks—but no pricing or open-source info.
HKR breakdown
hook knowledge resonance
open source
39
SCORE
H0·K0·R0
07:38
12d ago
Product Hunt · AI· rssEN07:38 · 07·16
LayerProof Mylar: Turn a product page into a launch-ready motion video with AI
LayerProof launched Mylar, an AI agent that turns a product page, doc, or prompt into a full motion video with script, scenes, and voiceover. You can regenerate any scene, refine keyframes, and export for multiple channels. The post doesn't specify exact generation time, but claims "minutes." It runs on Gemini 3.1 Flash-Lite and Claude.
#Agent#LayerProof#Gemini 3.1 Flash-Lite#Claude
editor take
Drop in a product page, get back a full motion video with script, scenes, and voiceover in minutes.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H1·K0·R0
05:07
12d ago
Product Hunt · AI· rssEN05:07 · 07·16
Aye: A teachable AI browser that automates your daily web tasks
Aye is a Chromium-based AI browser for macOS and Windows. It reads visible pages, plans steps, and performs browser actions like clicking, typing, scrolling, and tab switching. You can summarize pages, research across tabs, draft replies, and save recurring tasks as reusable skills. Separate profiles for different accounts, and sensitive steps require your approval. Free, but the post doesn't disclose the underlying model or privacy policy.
#Aye#Oka Apps
editor take
Aye is a free AI browser that reads pages and does clicks/typing for you, but the post doesn't say which model it uses or how it handles privacy.
HKR breakdown
hook knowledge resonance
open source
62
SCORE
H1·K1·R0
04:43
12d ago
AI HOT (Curated Pool)· aihot-apiZH04:43 · 07·16
Remote Agent Control: Codex + UU Remote Combo
Khazix shares a combo for remote agent control. Codex handles multi-device dev tasks, workspace isolation, and real-time progress. UU Remote fills gaps: full desktop control from phone for login scans or launching agents without remote features (e.g., Kimi Code, Claude). Together, users control a home Mac Mini agent from phone or MacBook, no multi-machine memory or skill sync needed.
#Codex#网易UU#Kimi Code
editor take
Codex for dev tasks, UU Remote for login scans — control a home Mac Mini agent from your phone.
HKR breakdown
hook knowledge resonance
open source
62
SCORE
H1·K1·R0
03:53
12d ago
Hacker News Frontpage· rssEN03:53 · 07·16
An Interactive Map of AI — 56 Concepts, 150 Connections
Artifipedia launched an interactive map of AI that visualizes 56 concepts and 150 connections as a draggable network. Each node links to a full entry — Agent Memory, Diffusion Model, Jailbreaking, etc. Hover to see links, click to read. The map auto-updates as the encyclopedia grows and offers embed code for other sites. The post doesn't specify definition depth or update cadence, but as a navigation tool it beats scrolling a table of contents.
#Artifipedia
editor take
Artifipedia's interactive map visualizes 56 AI concepts and 150 connections — drag, hover, click to read.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H1·K0·R0
03:27
12d ago
AI HOT (Curated Pool)· aihot-apiZH03:27 · 07·16
Qwen APP partners with Wuhan Release for AI job-seeking workshop, demos resume diagnosis and office automation
Qwen APP and Wuhan Release held an AI job-seeking workshop in Wuhan, demonstrating resume diagnosis, PPT creation, and spreadsheet analysis. The product manager taught a five-step method: provide full materials, state the goal, define standards, set boundaries, and request editable files. They also showed a methodology to condense 486 messy sales rows into a one-page conclusion PPT. The post doesn't disclose specific effectiveness metrics or user feedback.
#Qwen#Wuhan Release
editor take
Qwen ran a live job-seeking workshop in Wuhan, demoing resume diagnosis and a 486-row-to-one-slide method. No effectiveness data — treat as methodology showcase.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H0·K1·R0
03:26
12d ago
Bloomberg Technology· rssEN03:26 · 07·16
Nvidia's Huang Courts Japanese AI Suppliers With Pork Skewers
Jensen Huang uses Kanda pork skewers to court Japanese suppliers, signaling Nvidia's push to diversify its AI chip supply chain. The post doesn't disclose specific deals or dollar amounts, but the move suggests Japan's materials and equipment makers could land long-term contracts for HBM, packaging, or cooling systems.
#Nvidia#Jensen Huang
editor take
Jensen Huang courts Japanese suppliers over pork skewers—Nvidia wants to diversify AI chip supply away from TSMC.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H1·K0·R1
02:57
12d ago
Hacker News Frontpage· rssEN02:57 · 07·16
Voicebox: open-source Whisper on Cloudflare AI, free tier works
Voicebox is an open-source project that runs Whisper speech recognition on Cloudflare AI, and the free tier is enough. The post doesn't spell out which models are supported or latency numbers, but the repo shows it calls Cloudflare Workers AI's Whisper API directly—handy for devs who don't want to manage GPU servers.
#Cloudflare#Whisper#Voicebox
editor take
Voicebox open-sources Whisper on Cloudflare's free tier—no GPU server needed for light speech recognition.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H0·K0·R0
02:45
12d ago
Bloomberg Technology· rssEN02:45 · 07·16
Palm Beach Strikes Down Data Center Plan After Local Backlash
Palm Beach's city council voted 4-1 to block a large data center project after residents raised concerns over noise, water use, and visual impact. The developer will now look for alternative sites. For AI practitioners, this is a reminder that community opposition is becoming a real bottleneck for data center deployment. The article does not name the developer or disclose the project's budget.
#Palm Beach#Policy
editor take
Palm Beach council voted 4-1 to block a data center over noise and water complaints. Developer and budget not disclosed.
HKR breakdown
hook knowledge resonance
open source
60
SCORE
H1·K1·R1
02:17
12d ago
Hacker News Frontpage· rssEN02:17 · 07·16
Can LLMs understand computer architecture papers? Gauntlet benchmark says yes, and better than humans
Gauntlet is an open-source pipeline that reviews papers using five expert personas plus an adversarial synthesis stage. On 20 ISCA 2025 and HPCA 2026 papers, ten researchers wrote their own analyses and then judged human vs. Gauntlet outputs on papers they didn't author. Across 20 comparisons, evaluators preferred Gauntlet 15 times, human 4 times, with one tie. The advantage is strongest on Critical Rigor and vanishes only on Calibration. Where humans win, it's on trust and usefulness rather than depth: a confident wrong claim, a mechanism described but not taught, or unprioritized breadth. A 98-paper ablation shows the gain comes from the multi-agent structure—the pipeline beats the same model run as a single rich-persona agent on 96% of papers—and specifically from its synthesis pass.
#Benchmarking#Reasoning#Gauntlet#ISCA 2025
editor take
Gauntlet uses five expert personas to review papers; in 20 comparisons, evaluators preferred it 15 times over human reviewers.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H0·K1·R0
01:36
12d ago
AI HOT (Curated Pool)· aihot-apiZH01:36 · 07·16
MiniMax Code 2.0 desktop app rebuilt, finance module coming soon
MiniMax Code 2.0 desktop app rebuilt on the Pi Agent framework. Session startup is faster and long-running tasks are more stable. Chart loading and file preview editing improved. The finance module isn't live yet but already connected to Hundsun financial database and Qichacha MCP; it will support multi-source data retrieval and report generation. Remote control and browser manipulation coming this month.
#Code#MiniMax#恒生#企查查
editor take
MiniMax Code 2.0 desktop rebuilt on Pi Agent framework — faster startup, stable long tasks, finance module wired to Hundsun and Qichacha, but no launch date yet.
HKR breakdown
hook knowledge resonance
open source
68
SCORE
H0·K1·R0
01:21
12d ago
Hacker News Frontpage· rssEN01:21 · 07·16
Bluesky acquires AT Protocol trademark to protect the ecosystem from legal abuse
Bluesky bought the trademark for 'AT Protocol' and 'atproto' from a company that was threatening legal action. Now Bluesky owns it, the community can keep using it freely. Commercial use as a brand or product name requires a license. Everyday use—docs, open-source tools, saying your app is compatible—does not. Bluesky calls it a defensive move, no licensing fees, and plans to transfer the mark to an independent governance body later. The post doesn't disclose the purchase price.
#Bluesky#AT Protocol#Open source
editor take
Bluesky bought the AT Protocol trademark from a company threatening to sue; community use stays free, commercial use needs a license.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H0·K0·R0
00:40
12d ago
Product Hunt · AI· rssEN00:40 · 07·16
River: AI account executives demo and close B2B deals in real time
River replaces B2B sales reps with voice AI. When a lead inquires, the AI joins a live call instantly, runs the demo, handles objections, and closes. Founder Tarek says he used to do the same demo 15 times a day, so he cloned himself. Backed by founders of Ramp, Kalshi, and Vercel. The post doesn't disclose pricing, customer case studies, or actual close rates.
#River#Ramp#Kalshi
editor take
River's voice AI jumps on live calls to demo and close B2B deals, but no pricing or close rates disclosed yet.
HKR breakdown
hook knowledge resonance
open source
55
SCORE
H1·K0·R1
00:33
12d ago
AI HOT (Curated Pool)· aihot-apiZH00:33 · 07·16
xAI's open-source Grok CLI codebase yields a Mermaid-to-Unicode box art tool
Simon Willison found a Rust-based Mermaid diagram terminal renderer in xAI's newly open-sourced Grok CLI codebase. He compiled it to WebAssembly and built a browser tool: write Mermaid source on the left, see Unicode box art on the right, with copy-as-text and link-sharing. The post doesn't clarify whether Grok CLI itself uses this renderer.
#Code#xAI#Simon Willison#Grok CLI
editor take
Simon Willison found a Rust Mermaid terminal renderer in Grok CLI's codebase and turned it into a browser tool via WASM.
HKR breakdown
hook knowledge resonance
open source
62
SCORE
H1·K1·R0
00:12
12d ago
AI HOT (Curated Pool)· aihot-apiZH00:12 · 07·16
Remote Agent Control: Codex as Main, UU Remote as Backup
The author shares a remote Agent setup: Codex's remote control as the main tool, connected via ChatGPT App to a 24/7 Mac Mini at home, syncing tasks, rules, and Agent memory. For scenarios like QR code login or GUI operations that Codex struggles with, NetEase UU Remote lets you control the full desktop from a phone. UU Remote is free, supports multi-device collaboration, and requires no LAN or public network setup.
#Codex#ChatGPT#Mac Mini
editor take
Remote Agent setup: Codex handles tasks, UU Remote covers QR codes and GUI ops—free, no config needed.
HKR breakdown
hook knowledge resonance
open source
60
SCORE
H1·K1·R0
00:00
12d ago
● P1Hugging Face Blog· rssEN00:00 · 07·16
Hugging Face discloses an end-to-end autonomous AI agent intrusion into its production infrastructure
On July 16, Hugging Face disclosed that an autonomous AI agent system breached its production infrastructure through a malicious dataset. The attacker exploited remote-code loading and template injection in the dataset pipeline, escalated to node-level access, harvested cloud and cluster credentials, and moved laterally across internal clusters over a weekend. The campaign involved tens of thousands of automated actions with self-migrating C2 on public services. Hugging Face closed the initial vulnerability, rotated credentials, rebuilt compromised nodes, and tightened cluster admission controls. No tampering with public models, datasets, or Spaces was found; the software supply chain was verified clean. The post does not specify which LLM the attacker used or whether any partner/customer data was affected.
#Agent#Hugging Face#Incident
why featured
Featured · importance 92 · hook + knowledge + resonance
editor take
An autonomous AI agent breached HF's production infra via a malicious dataset, stole credentials, and moved laterally—public models and supply chain are clean.
sharp
This isn't just another platform breach—the attack method itself is the story. An autonomous agent framework exploited two bugs in HF's dataset pipeline (remote-code loading and template injection) to execute code on a processing node, escalate privileges, harvest cloud and cluster credentials, and move laterally across internal clusters over a weekend. Tens of thousands of automated actions, with self-migrating C2 on public services. HF says public models, datasets, and Spaces weren't tampered with, and the software supply chain checked out clean. The post doesn't name the LLM the attacker used, and it's still assessing whether partner or customer data was affected. I'd treat this as a milestone: we've been talking about agentic attacks for a while, but this is a real case of an AI agent autonomously running a full kill chain—exploitation, privilege escalation, lateral movement, C2 migration. HF also used AI for detection and forensics, which is the other side of the same coin. The missing pieces are motive and data exposure scope; those will determine how bad this actually was.
HKR breakdown
hook knowledge resonance
open source
92
SCORE
H1·K1·R1
00:00
12d ago
Computing Life · Share (鸭哥 research reports)· rssZH00:00 · 07·16
MCP Elicitation: How tools pause mid-execution to ask a human
MCP tool calls assume all parameters are ready upfront. Real workflows don't work that way—servers discover missing info mid-task. Elicitation gives MCP a reverse channel: the server pauses, sends a structured question through the client, and resumes with the user's response. The spec splits this into form (non-sensitive input) and URL (OAuth, payments), with separate data paths. Cloudflare's July 2026 Agent SDK update added client-side handling, but support varies: VS Code, Claude Code CLI, Kiro, and Codex handle both modes; Cursor only confirms form; OpenCode hasn't declared it yet. The protocol exists—client UX still lags.
#MCP#Cloudflare#VS Code
editor take
MCP servers can now pause mid-task, ask a human, and resume—but client support is still patchy.
HKR breakdown
hook knowledge resonance
open source
72
SCORE
H1·K1·R0

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