ax@ax-radar:~/curated $ grep -l 'curated=true' sources/
41 srcsignal 72%cycle 04:32

curated · 2026-05-13

35 items · updated 3m ago
2026-05-13 · Wed
23:19
30d ago
AI HOT (Curated Pool)· aihot-apiZH23:19 · 05·13
Claude Code v2.1.141 Release
Claude Code v2.1.141 adds three variable or field updates, one --cwd option for claude agents, and fixes more than 30 issues including Markdown table rendering, permission prompts, and history management.
#Agent#Code#Tools#Anthropic
why featured
HKR-K/R pass: --cwd, field updates, and 30+ fixes matter to frequent Claude Code users. HKR-H fails because this is a minor release-note item, so it stays in the normal product-update band at 68.
editor take
Claude Code v2.1.141 fixes 30+ rough edges; I trust this patch cadence more than splashy agent launches.
HKR breakdown
hook knowledge resonance
open source
68
SCORE
H0·K1·R1
23:15
30d ago
AI HOT (Curated Pool)· aihot-apiZH23:15 · 05·13
BestBlogs Morning Brief: AI Agent Engineering Practice and Security Architecture
BestBlogs Morning Brief summarizes Claude Computer Use practices, Codex Windows sandboxing, and RAG Agent reliability, citing up to a 30% hallucination rate for benchmark-strong RAG Agents in production conditions.
#Agent#RAG#Safety#Anthropic
why featured
HKR-K passes on the 30% production hallucination figure, and HKR-R passes on agent safety concerns. HKR-H is weak because this is a roundup, not a fresh release, so it stays in the 60–71 band.
editor take
RAG Agents can hit 30% hallucination in production; benchmark wins don’t waive sandboxing and human gates.
HKR breakdown
hook knowledge resonance
open source
66
SCORE
H0·K1·R1
20:00
30d ago
AI HOT (Curated Pool)· aihot-apiZH20:00 · 05·13
AI Characters Add Memory, Empathy, and Proactive Interaction
Alibaba Cloud says Qwen-Character supports memory, empathy, and proactive interaction for game, virtual companion, and adaptive learning roles, and claims more than 50% engagement improvement; the post does not disclose the evaluation method, sample size, pricing, or launch conditions.
#Memory#Agent#Alibaba Cloud#Qwen
why featured
HKR-H and HKR-R pass because AI-character memory and retention are relevant, but HKR-K fails: the >50% engagement claim lacks metric definition, sample size, and launch terms.
editor take
Alibaba Cloud claims Qwen-Character lifts engagement 50%+, with no sample or eval method; treat this as marketing copy.
HKR breakdown
hook knowledge resonance
open source
58
SCORE
H1·K0·R1
19:21
30d ago
AI HOT (Curated Pool)· aihot-apiZH19:21 · 05·13
Anthropic Raises Claude Code Weekly Limit by 50%
Anthropic raised the Claude Code weekly limit by 50%, with the title noting availability through July 13; the post does not disclose the previous quota, plan eligibility, or exact usage calculation method.
#Code#Anthropic#Claude Code#Colossus 1
why featured
HKR-H/K/R pass: a +50% Claude Code weekly-limit boost until July 13 is concrete and relevant to heavy users. Thin sourcing and missing baseline/plan terms keep it below featured.
editor take
Anthropic raised Claude Code weekly limits 50% until July 13; no baseline or plan terms, so don’t credit Colossus 1 yet.
HKR breakdown
hook knowledge resonance
open source
71
SCORE
H1·K1·R1
19:07
30d ago
AI HOT (Curated Pool)· aihot-apiZH19:07 · 05·13
Claude Code weekly limits increased by 50%
Claude Code increased weekly limits by 50% from now through July 13 for Pro, Max, Team, and seat-billed enterprise users.
#Code#Claude#Product update
why featured
HKR-H/K/R all pass: the post gives a 50% quota increase, deadline, and eligible tiers for Claude Code. It is useful for practitioners, but not a new capability or model release, so it stays in high all.
editor take
Claude Code raises weekly limits 50% until July 13; I read this as summer load-testing, not a durable price cut.
HKR breakdown
hook knowledge resonance
open source
71
SCORE
H1·K1·R1
18:42
30d ago
AI HOT (Curated Pool)· aihot-apiZH18:42 · 05·13
AI Filmmaker Gossip Goblin Reveals Creative Workflow for the First Time
The title says Gossip Goblin’s creative workflow is being revealed, and the body only states the animation was mainly made with Kling; the post does not disclose workflow steps, model settings, pricing, or reproducible production conditions.
#Multimodal#Gossip Goblin#Kling#PJaccetturo
why featured
Triggers hard-exclusion-5: a vendor-side “creator used Kling” case with no workflow detail or reproducible data. HKR-H/K/R all fail, so it stays below 40.
editor take
Gossip Goblin mainly used Kling; no steps or settings disclosed, so this reads like promo, not a workflow reveal.
HKR breakdown
hook knowledge resonance
open source
32
SCORE
H0·K0·R0
18:31
30d ago
AI HOT (Curated Pool)· aihot-apiZH18:31 · 05·13
Krea 2 adds mood board sharing
Krea added mood board sharing to Krea 2, letting users share mood boards with others; the post does not disclose permissions, collaboration mechanics, or pricing.
#Krea#Product update
why featured
HKR-K passes because the shareable mood-board feature is a concrete update, but HKR-H and HKR-R miss: no unexpected angle, no permissions/pricing/workflow detail. Small product update, below featured.
editor take
Krea 2 added mood-board sharing; permissions, collaboration, and pricing are undisclosed, so this reads like workflow catch-up.
HKR breakdown
hook knowledge resonance
open source
56
SCORE
H0·K1·R0
17:17
30d ago
AI HOT (Curated Pool)· aihot-apiZH17:17 · 05·13
Krea 2 releases access codes for limited trial
Krea AI released 3 access codes for Krea 2, each usable 50 times; the post says Krea 2 is its first foundation model built from scratch for aesthetic diversity and stylistic control.
#Multimodal#Krea AI#Product update
why featured
HKR-H/K pass: limited codes and Krea’s first in-house foundation model are concrete. Source is a Krea X post with no benchmarks, pricing, rollout scope, or capability proof, so this sits in the small product-update band.
editor take
Krea 2 offers 3 codes at 50 uses each; “built from scratch” needs a model card before any Midjourney comparisons.
HKR breakdown
hook knowledge resonance
open source
65
SCORE
H1·K1·R0
17:08
30d ago
AI HOT (Curated Pool)· aihot-apiZH17:08 · 05·13
Humanoid robots can now autonomously complete an 8-hour shift
Brett Adcock’s quoted video says Helix-02 humanoid robots autonomously completed a full 8-hour shift at human performance level; the post does not disclose the task type, robot count, or site conditions.
#Robotics#Agent#Brett Adcock#Kimmonismus
why featured
HKR-H and HKR-R pass: the 8-hour autonomous-shift claim is clicky and robotics-relevant. HKR-K fails because task, fleet size, and site conditions are not disclosed, keeping it below featured.
editor take
Helix-02 claims an autonomous 8-hour shift; task, fleet size, and site are undisclosed, so don’t treat the clip as a benchmark.
HKR breakdown
hook knowledge resonance
open source
68
SCORE
H1·K0·R1
17:04
30d ago
AI HOT (Curated Pool)· aihot-apiZH17:04 · 05·13
Mood Board Tutorial: 10–20 Reference Images Can Set the Direction
Krea AI shared a Krea 2 mood board tutorial saying users do not need to fill all 250 image slots; 10–20 high-quality reference images are enough to establish a visual direction and produce outputs.
#Vision#Tools#Krea AI#Krea 2
why featured
HKR-H and HKR-K pass on the 10–20 reference-image rule versus 250 slots. HKR-R is weak: this is a small workflow tip from a vendor post, not a broader industry story.
editor take
Krea 2 claims 10–20 references set a mood board direction; 250 slots look like capacity, not a quality bar.
HKR breakdown
hook knowledge resonance
open source
64
SCORE
H1·K1·R0
16:13
30d ago
AI HOT (Curated Pool)· aihot-apiZH16:13 · 05·13
Runway Agent
Runway Agent combines video editing, image generation, and 3D modeling tools in one creative workflow; the post does not disclose pricing, model details, launch timing, or reproducible evaluation conditions.
#Agent#Multimodal#Tools#Runway
why featured
HKR-H and HKR-K pass: a multimodal Runway Agent has a clear hook and basic mechanism. Price, model details, launch timing, and reproducible tests are not disclosed, so this stays in the normal product-update band.
editor take
Runway Agent shows a login page and 15 customer logos; no pricing, models, or evals, so I read it as marketing.
HKR breakdown
hook knowledge resonance
open source
68
SCORE
H1·K1·R0
14:47
30d ago
AI HOT (Curated Pool)· aihot-apiZH14:47 · 05·13
Suno Launches on Apple CarPlay and Android Auto
Suno now runs on Apple CarPlay and Android Auto, letting users stream their own creations in the car; the post only provides one commute playlist link and does not disclose feature scope, regions, or subscription conditions.
#Suno#Apple#Android#Product update
why featured
HKR-H and HKR-K pass via the car-platform hook and two named integrations. Importance stays in the small product-update band because the post gives no usage numbers, mechanics, or competitive stakes.
editor take
Suno hit CarPlay and Android Auto, but the post gives one playlist and no scope or pricing; don't call this a car platform play yet.
HKR breakdown
hook knowledge resonance
open source
63
SCORE
H1·K1·R0
13:59
30d ago
AI HOT (Curated Pool)· aihot-apiZH13:59 · 05·13
First Fully AI-Operated Online Radio Station Launches With 24/7 AI News Coverage
A fully AI-operated online radio station launched on X with five AI hosts, offering 24/7 AI news coverage, news summaries every 30 minutes, funding tracking, GitHub tool trend analysis, and community discussion synthesis.
#Agent#Memory#Tools#X
why featured
HKR-H/K/R all pass, but the evidence is a single X post with no stack, audience scale, or business result disclosed. This is an interesting AI-media product update, not a same-day must-write.
editor take
An AI radio uses 5 hosts and 30-minute AI news loops; I’d audit hallucination handling first—no source whitelist disclosed.
HKR breakdown
hook knowledge resonance
open source
68
SCORE
H1·K1·R1
13:00
30d ago
AI HOT (Curated Pool)· aihot-apiZH13:00 · 05·13
Browser Run Now Runs on Cloudflare Containers for Faster, More Scalable Execution
Cloudflare rebuilt Browser Run on Cloudflare Containers, and the post says the change raises usage limits, improves concurrent task handling, and increases reliability, but the RSS snippet does not disclose specific latency, throughput, or quota numbers.
#Agent#Tools#Cloudflare#Browser Run
why featured
HKR-H/K/R all fail: this is a Cloudflare product migration with no verifiable performance numbers and only a thin AI tooling link. It also fits the cloud-vendor-promo hard-exclusion pattern, so tier is excluded.
editor take
Browser Run now spins 60 browsers/min and 120 concurrent; useful for web agents, but Cloudflare still hides the latency bill.
HKR breakdown
hook knowledge resonance
open source
35
SCORE
H0·K0·R0
09:18
31d ago
AI HOT (Curated Pool)· aihot-apiZH09:18 · 05·13
Use Search Reference Images to Improve AI Image Accuracy and Quality
The author suggests searching for reference images before generating AI illustrations, citing a Yunnan Jiama talisman example; the post does not disclose the model, resolution, or reproducible evaluation setup.
#Tools#Vision#Codex#GPT
why featured
HKR-K and HKR-R pass at a light level, but HKR-H does not. The body lacks model name, resolution, controlled comparison, or reproducible evaluation, so it stays in the low tutorial/workflow band.
editor take
Yunnan Jiama is one example, with no model or eval disclosed; “ensures authenticity” is oversold—reference search just reduces hallucination.
HKR breakdown
hook knowledge resonance
open source
61
SCORE
H0·K1·R1
08:50
31d ago
AI HOT (Curated Pool)· aihot-apiZH08:50 · 05·13
Integrating Multiple AI Models for Development in VS Code
SiliconFlowAI describes running DeepSeek V4, GLM-5.1, and Kimi K2.6 in VS Code through Continue.dev, with autocomplete, chat-based editing, and agent features; the post only points to a three-step setup guide and does not disclose configuration details.
#Agent#Code#Tools#SiliconFlowAI
why featured
Hard-exclusion-cloud-vendor-promo applies: SiliconFlowAI is promoting a Continue.dev multi-model setup. The post has model names and 3 steps, but not enough substance to clear the cap.
editor take
SiliconFlowAI plugs 3 models into VS Code; only a 3-step teaser, with no config, latency, or pricing disclosed.
HKR breakdown
hook knowledge resonance
open source
36
SCORE
H0·K1·R0
06:19
31d ago
● P1AI HOT (Curated Pool)· aihot-apiZH06:19 · 05·13
SenseTime releases SenseNova-U1 technical report and open-source model
SenseTime released the SenseNova-U1 technical report, covering six-stage training, RL post-training, and distillation; the open-source SenseNova-U1-A3B-MoT uses an MoE architecture and activates only 3 billion parameters.
#Multimodal#Vision#Fine-tuning#SenseTime
why featured
HKR-H/K/R all pass: A3B-MoT’s 3B active parameters and six-stage training recipe give concrete signal. The score stays near the featured floor because this is a vendor post with no benchmarks, license terms, or reproduction details disclosed.
editor take
Only the titles are available: SenseTime released a SenseNova-U1 report and open weights, but no size, license, or evals. I’d treat this as China multimodal positioning, not proof yet.
sharp
Two sources align: SenseTime released the SenseNova-U1 technical report and opened model weights based on an MoE architecture. The body is empty, so model size, license, training mix, and benchmarks are not disclosed. I’d discount the launch for now. Native multimodal plus MoE is the right architectural lane, but open-weight credibility in 2025 is no longer earned by publishing weights alone. It needs reproducible numbers on MMMU, Video-MME, MathVista, OCRBench, and direct pressure against Qwen2.5-VL, InternVL, and DeepSeek-adjacent tooling. The headline leans hard on “construction guide,” which smells like a developer-mindshare play. Without eval tables or usage terms, SenseNova-U1 is a positioning move, not yet a model practitioners can safely plan around.
HKR breakdown
hook knowledge resonance
open source
85
SCORE
H1·K1·R1
05:26
31d ago
AI HOT (Curated Pool)· aihot-apiZH05:26 · 05·13
AI skills update adds interactive map component and markers
The Skills feature added a map layout and map component with zooming, dragging, and arbitrary AI-generated markers; the post does not disclose the supported platform, invocation method, or version number.
#Tools#Product update
why featured
Only HKR-K passes: the post gives concrete map interactions but no platform, API path, or version. This is a small product update, so it stays in all below featured.
editor take
Skills added zoomable, draggable maps; platform and version are undisclosed, so this reads like a demo, not a usable surface.
HKR breakdown
hook knowledge resonance
open source
60
SCORE
H0·K1·R0
04:35
31d ago
AI HOT (Curated Pool)· aihot-apiZH04:35 · 05·13
oMLX update strengthens Apple on-device AI, bringing local capability closer to cloud
oMLX updated to version 0.3.9.dev2, adding Gemma 4 MTP vision paths, the DFlash engine, ParoQuant, one-click copilot launch, and oQ automatic proxying; the post claims faster image-text processing and lower VRAM pressure, but does not disclose benchmark numbers.
#Vision#Multimodal#Inference-opt#oMLX
why featured
HKR-K and HKR-R are solid through named mechanisms and local-inference relevance, with a modest HKR-H hook. Single-source, niche tooling keeps it in the 60–71 small product-update band, not featured.
editor take
oMLX 0.3.9.dev2 adds DFlash and ParoQuant, but no benchmarks; don’t buy “cloud-level” without reproducible Apple-side tests.
HKR breakdown
hook knowledge resonance
open source
68
SCORE
H1·K1·R1
03:27
31d ago
AI HOT (Curated Pool)· aihot-apiZH03:27 · 05·13
Hy3 Preview Lands on GMI, Claims Lead as Strongest Open-Source Model
Hy3 Preview has landed on GMI Cloud, and the title calls it the strongest open-source model; the post does not disclose parameter size, benchmark results, pricing, or access conditions.
#Tencent Hunyuan#GMI Cloud#Hy3#Product update
why featured
Hard-exclusion-cloud-vendor-promo and pure-marketing apply: the only fact is Hy3 preview availability on GMI Cloud, with no params, benchmarks, or price. HKR-H/K/R all fail, so importance is capped below 40.
editor take
Hy3 Preview is on GMI, with no params, benchmarks, or pricing disclosed; I don’t buy “strongest open-source” yet.
HKR breakdown
hook knowledge resonance
open source
32
SCORE
H0·K0·R0
03:15
31d ago
AI HOT (Curated Pool)· aihot-apiZH03:15 · 05·13
A New Metric for the Agent Era: Daily Active Agents
Robin proposes Daily Active Agents, or DAA, as a defining metric for the agent era, analogous to DAU in mobile internet; the post does not disclose the counting method, time window, or any concrete DAA value.
#Agent#Baidu#Robin#Commentary
why featured
HKR-H and HKR-R pass: Robin’s DAA framing is a talkable agent-era metric. HKR-K fails because the post gives no denominator, time window, or actual number, so this stays a light commentary item.
editor take
Robin pitches DAA as DAU for agents; with no counting method, window, or number, I don’t buy the metric story.
HKR breakdown
hook knowledge resonance
open source
62
SCORE
H1·K0·R1
03:07
31d ago
AI HOT (Curated Pool)· aihot-apiZH03:07 · 05·13
Codex In-App Browser Update Improves Multi-Viewport Testing and Annotation Efficiency
Codex updated its in-app browser with multi-viewport testing, breakpoint click checks, device toolbar controls, and screenshots at key points during long tests; hiding the browser disables animations and speeds tests by 1-2x, while annotations now send faster and use fewer tokens.
#Agent#Code#Tools#Codex
why featured
This is a small-to-mid Codex workflow update with concrete mechanisms and a 1-2x speed claim, but it appears to be a single release post with narrower impact than a model or agent launch. HKR-K/R pass, HKR-H is weak, so it sits in 60-71.
editor take
Codex browser tests run 1–2x faster; this small UX patch will enter dev workflows faster than grand agent demos.
HKR breakdown
hook knowledge resonance
open source
68
SCORE
H0·K1·R1
02:38
31d ago
AI HOT (Curated Pool)· aihot-apiZH02:38 · 05·13
BenchLoop: One-Click Benchmarking and Leaderboard for Local LLMs
BenchLoop provides a standardized benchmarking workflow for local LLMs: after users pull a model and run the tool, it reports combined quality, speed, and reliability scores, compares prompt formats such as native and Hermes modes, and publishes results to a public leaderboard.
#Benchmarking#Inference-opt#BenchLoop#Hermes
why featured
This is a useful but thin tool launch: HKR-H/K/R are lightly met via the one-click benchmark and leaderboard, but benchmark sets, scoring formula, and sample results are not disclosed. It fits the 60–71 band.
editor take
BenchLoop scores local LLMs on 3 axes; without disclosed tasks or fixed hardware, its leaderboard is shaky.
HKR breakdown
hook knowledge resonance
open source
66
SCORE
H1·K1·R1
01:26
31d ago
AI HOT (Curated Pool)· aihot-apiZH01:26 · 05·13
Agent-Native AI Future: Qwen 3.6 Plus Free for a Limited Time
Qwen 3.6 Plus is free for a limited time on Nous Portal, with the post naming Hermes Agent and NousResearch; the post does not disclose the promotion duration, model parameters, pricing after the offer, or usage conditions.
#Agent#Alibaba Cloud#NousResearch#Hermes Agent
why featured
Hard-exclusion-cloud-vendor-promo / pure-marketing applies: the only fact is limited free Qwen 3.6 Plus access on Nous Portal, with no duration, parameters, API terms, or testable capability. Cost relevance keeps it near the cap.
editor take
Qwen 3.6 Plus is free on Nous Portal; duration and usage terms are undisclosed, so the agent-native line is bait.
HKR breakdown
hook knowledge resonance
open source
38
SCORE
H1·K0·R1
00:29
31d ago
AI HOT (Curated Pool)· aihot-apiZH00:29 · 05·13
Launch an AI Agent in Telegram Without Registration or Payment
Browser Use introduced BuxFather, a Telegram-based AI agent launcher that the post says starts in a few clicks without registration or payment, runs 24/7, and provides a full computer plus browser environment.
#Agent#Tools#Browser Use#BuxFather
why featured
HKR-H/K/R pass on a concrete low-friction agent launch, but this is a single-source product update. The post does not disclose performance, limits, pricing boundaries, or adoption, so it stays in the 60–71 band.
editor take
Browser Use put BuxFather inside Telegram; quota, isolation, and pricing are undisclosed, and 24/7 agents hide the security bill.
HKR breakdown
hook knowledge resonance
open source
68
SCORE
H1·K1·R1
00:00
31d ago
AI HOT (Curated Pool)· aihot-apiZH00:00 · 05·13
The 6 Messages That Actually Matter
Tom Tunguz says knowledge workers receive 121 emails per day, and AI email handling will use natural-language rules, personal email history as context, and on-device models for sensitive data, reducing the inbox to 6 important messages.
#Agent#Tools#Memory#Tom Tunguz
why featured
HKR-H/K/R all pass, but this is a productivity commentary, not a product or research release; no reproducible setup or new artifact keeps it in the 60–71 band.
editor take
Tunguz compresses 121 emails to 6; the wild part is natural-language rules taking over enterprise long-tail workflows.
HKR breakdown
hook knowledge resonance
open source
66
SCORE
H1·K1·R1

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