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Wed, May 2710 dispatches

#0829
#0829Idea signals GeekNews3 days ago
`AI Skill Store`: a marketplace where agents find and install skills themselves
40radar
AI Skill StoreAI agent skill marketplace — self-installed by agents
Agent tooling is moving from human-selected plugins to self-serve capability discovery. Still early and detail-light, but useful as a product-direction signal.
- The core bet: agents should search, install, and use skills without a human browsing a marketplace and wiring setup manually.
- The post mentions MCP only partially, so implementation depth is unclear. Treat it as market signal, not a ready platform choice.
- Opportunity sits around trust, permissions, versioning, and billing for agent-installed capabilities; the store UI is the easy part.
Source: news.hada.io/topic?id=29925Read original →
FIG-8291:1
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FIG-8291:1
#0828
#0828Agents & tools GeekNews3 days ago
`React Doctor` diagnoses AI-generated React code with static analysis
70radar
React DoctorReact static analysis CLI — scores AI-generated code quality
A one-line npx scan scores React projects across quality and safety checks. Useful as a fast review gate before accepting agent-written code.
- Runs with npx react-doctor@latest, so it fits into local review or CI without a setup-heavy adoption path.
- Diagnostics cover state, side effects, performance, security, accessibility, and architecture — broader than lint-only checks.
- Outputs a 0-100 score in the terminal, making AI code review easier to turn into a repeatable gate.
Source: news.hada.io/topic?id=29920Read original →
FIG-8281:1
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#0827
#0827Infra & SaaS GeekNews4 days ago
`Ghost CMS` Sites Hit by `ClickFix` Campaign via Critical CVE
60radar
Ghost CMSOpen-source CMS — supports newsletters and memberships
A critical CMS flaw is being used to turn legitimate sites into fake security-check traps. If you run Ghost, patch and audit immediately.
- Attackers abused CVE-2026-26980, described as a critical Ghost CMS vulnerability; public disclosure quickly became live exploitation.
- More than 700 sites were reportedly infected, so this has moved beyond theoretical risk into active campaign territory.
- ClickFix tricks visitors with fake security verification flows; compromised content can damage trust even if your app backend stays intact.
Source: news.hada.io/topic?id=29916Read original →
FIG-8271:1
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#0826
#0826Agents & tools GeekNews4 days ago
Don't Turn Commits Into Ad Space
40radar
Commit messages are technical records, not brand slots. Auto-inserted tool credits add noise to open-source history and make paid users advertise for vendors for free.
- Phrases like Assisted by blabot expose a tool or company name inside project history, turning a technical field into advertising space.
- Open-source projects usually receive no money from those vendors, yet their commit logs carry promotional copy from paying users.
- Keep commit messages for intent, scope, and context. Tool attribution belongs outside the permanent project record.
Source: news.hada.io/topic?id=29913Read original →
FIG-8261:1
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#0825
#0825ASO & growth GeekNews4 days ago
Motorola Phones Start Routing `Amazon` Launches Through Affiliate Redirects
40radar
App-drawer launches inserted an affiliate code before opening Amazon; home-screen launches did not. Launcher-level routing can distort attribution and trust, so Android acquisition data needs sanity checks.
- The behavior appeared only from the app drawer, not the home-screen icon. Launch path changed tracking, not the app itself.
- A browser redirect sat between the launcher tap and Amazon, inserting an affiliate code before handoff. Attribution can be altered outside the app.
- OEM launcher behavior becomes a marketing variable. Android funnels should separate install source, launcher path, and deep-link entry when numbers look off.
Source: news.hada.io/topic?id=29910Read original →
FIG-8251:1
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#0824
#0824Idea signals GeekNews4 days ago
`OpenHuman`, open-source agentic desktop assistant
50radar
OpenHumanOpen-source AI assistant — desktop mascot and meeting presence
A click-to-run desktop agent with a reactive mascot and meeting presence. The signal is useful: ambient AI assistants are moving from chat boxes into OS-level daily workflows.
- Desktop-first setup lowers adoption friction: a few clicks after install makes OpenHuman closer to consumer software than a dev demo.
- The mascot can speak and react to surroundings, pointing to demand for assistants that feel present outside a browser tab.
- Joining Google Meet as an actual participant opens meeting-note, companion, and lightweight ops-agent ideas, but trust and privacy will decide usage.
Source: news.hada.io/topic?id=29907Read original →
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#0823
#0823Agents & tools GeekNews4 days ago
Figma Releases In-Canvas Design Agent
70radar
FigmaCollaborative design platform — canvas-based UI design and prototyping
Design work can now stay inside the canvas while AI handles context-aware changes. Useful for faster UI iteration, but value depends on how well it respects your design system.
- The agent runs directly on the Figma canvas, reducing handoff between chat tools and manual editing.
- It is tuned on components, tokens, standards, and best practices, so design-system awareness is the main promise.
- Best fit is repetitive UI cleanup, component alignment, and token-based edits. Final product judgment still stays human.
Source: news.hada.io/topic?id=29906Read original →
FIG-8231:1
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#0822
#0822Agents & tools GeekNews4 days ago
Coding Agents Feel More Irritating When They Fail
40radar
Conversational UX turns tool errors into teammate-like friction. Friendly tone raises expectations, so failure handling now matters as much as raw agent capability.
- A coding agent failure feels worse than a normal tool error because chat UX makes it feel like working with a person.
- Friendly phrasing, praise, and soft pushback create a teammate illusion. That makes missed intent feel personal, not mechanical.
- For product UX, expose limits plainly and recover quickly. Over-humanized copy can increase frustration when automation breaks.
Source: news.hada.io/topic?id=29902Read original →
FIG-8221:1
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#0821
#0821Indie business GeekNews4 days ago
Subscriptions Change Behavior Before They Save Money
40radar
A subscription buys temporary access, not ownership. The hidden cost is behavior drift: more usage, different vendors, and harder ROI math.
- Memberships like Uber One or Costco look profitable only when usage stays disciplined; higher frequency can erase the discount.
- Access changes preference. Once the default vendor shifts, comparing against the old purchase pattern gets less reliable.
- For SaaS pricing, benefits should be measurable and bounded. Vague perks create churn when users audit real usage.
Source: news.hada.io/topic?id=29901Read original →
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#0820
#0820Other GeekNews4 days ago
How `Shamir Secret Sharing` Works
50radar
Split one secret into shares, then recover it only after a threshold is met. Useful for master keys and account recovery where one-person custody is too fragile.
- Shamir Secret Sharing uses a threshold scheme: fewer than the required shares reveal nothing, while enough shares reconstruct the secret.
- Good fit for company master keys, family account recovery, and team backups where single-holder failure is unacceptable.
- The practical value is operational, not cryptographic novelty: it reduces lockout risk without handing full access to one person.
Source: news.hada.io/topic?id=29898Read original →
FIG-8201:1
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Tue, May 267 dispatches

#0819
#0819Models & API GeekNews5 days ago
`DeepSeek` cuts `V4-Pro` API pricing by 75% permanently
100radar
V4-ProLLM API model — DeepSeek's flagship commercial model
A permanent cut changes the cost floor for hosted LLM APIs. Use it as leverage for inference-heavy features and vendor price checks.
- The reduction is 75% and permanent, not a promo. V4-Pro can now reset budget assumptions for high-volume inference.
- This directly pressures OpenAI, Anthropic, and Google-style API pricing. Keep abstraction layers ready for model swaps.
- Cheaper calls make batch jobs, agents, and summarization pipelines easier to ship, but quality and latency still need testing.
Source: news.hada.io/topic?id=29882Read original →
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#0818
#0818Idea signals GeekNews5 days ago
Google Search Turns AI-First, Opening Room for Alternative Search Products
40radar
Search is moving from links to answer surfaces. Accuracy controversy and antitrust pressure create room for paid vertical search, curated indexes, and trust-first discovery.
- AI mode and AI Overview are now front-and-center in the default search flow — classic link discovery keeps losing surface area.
- Incorrect AI Overview answers raise a clear product gap: verifiable, source-first search can compete on trust instead of scale.
- The antitrust ruling adds timing pressure. Search alternatives have a stronger acquisition hook than another generic AI wrapper.
Source: news.hada.io/topic?id=29878Read original →
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#0817
#0817Idea signals GeekNews5 days ago
`braillify` Passes All Tests for the 2024 Korean Braille Standard
40radar
braillifyKorean braille converter — passes 2024 standard tests
A niche accessibility utility now claims full conformance tests, but edge cases remain. Useful signal for Korean education, public-sector, and assistive UX tools.
- The test suite reports 100% pass, giving braillify a concrete validation hook rather than a vague accessibility claim.
- The author still flags real-world edge cases and ambiguous official examples. Treat it as a strong baseline, not a final oracle.
- Korean braille conversion is a narrow but monetizable wedge for learning tools, document workflows, and compliance-heavy apps.
Source: news.hada.io/topic?id=29875Read original →
FIG-8171:1
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#0816
#0816Agents & tools GeekNews5 days ago
`CodeGraph`: Code Knowledge Graph for AI Coding Agents
70radar
CodeGraphCode knowledge graph — cuts agent code exploration overhead
Pre-indexed semantic code maps cut exploration overhead before agents start editing. The claimed gains are large enough to test on token-heavy repos now.
- Works with Claude Code, Codex, and Cursor by giving agents a prebuilt semantic code graph before exploration.
- Claims 35% lower cost, 59% fewer tokens, 49% faster runs, and 70% fewer tool calls versus the existing approach.
- Best fit is large or unfamiliar repos where agents burn context on discovery before making a small change.
Source: news.hada.io/topic?id=29873Read original →
FIG-8161:1
70radar
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#0815
#0815Agents & tools GeekNews5 days ago
`nb-cli`, a CLI for AI agents and notebook automation
60radar
nb-cliNotebook automation CLI — agent-friendly Jupyter operations
Jupyter notebooks become easier for agents to inspect and edit without wrestling raw .ipynb JSON. Experimental, but worth tracking for data-heavy coding workflows.
- Built in Rust, so notebook operations target fast and stable CLI use rather than editor-only workflows.
- The pain point is clear: raw .ipynb JSON is awkward for automation and LLM context handling.
- Useful for agent pipelines that need to read, patch, or validate notebooks as artifacts. Still experimental, so keep it out of critical paths.
Source: news.hada.io/topic?id=29871Read original →
FIG-8151:1
60radar
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#0814
#0814Agents & tools GeekNews5 days ago
Use AI to write better code more slowly
50radar
LLM agents can serve as deep PR reviewers, not just code generators. The real leverage is triage and verification, so this fits review workflows more than blind autocomplete.
- Agent reviews are useful for finding bugs across a codebase; they lose value when every finding is treated as equally urgent.
- The hard part is ranking and confirming reports. Add tests or repro steps before turning an LLM comment into a task.
- Best use case: slow paths like PR review, refactoring checks, and edge-case hunting where quality beats speed.
Source: news.hada.io/topic?id=29870Read original →
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#0813
#0813Other GeekNews5 days ago
`gokrazy/rsync` Uses Go Memory Safety to Avoid Recent `rsync` CVEs
40radar
gokrazy/rsyncGo rsync implementation — minimal scope with memory safety focus
Memory-safe defaults turn several bug classes into panics or zero values. Useful as a security design reference, but panics still mean DoS risk.
- Reviewed against 12 `rsync` vulnerabilities disclosed in January 2025 and May 2026; the value is in concrete bug-class mapping.
- Go bounds checks convert heap overflows into panic, reducing memory corruption risk but not eliminating availability failures.
- Zero initialization can neutralize stack information leaks by returning harmless values instead of stale memory.
- gokrazy/rsync is a minimal implementation, so it is more relevant as a design reference than a drop-in full rsync replacement.
Source: news.hada.io/topic?id=29863Read original →
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FIG-8131:1

Mon, May 2510 dispatches

#0812
#0812Agents & tools GeekNews5 days ago
Constraint Decay: LLM Agents Still Break Backend Contracts
50radar
LLM agents handle loose specs better than production backend constraints. Fixed OpenAPI tasks across 8 frameworks show contract drift remains the risk; useful for setting review gates.
- Same OpenAPI spec was used across 80 greenfield tasks and 20 feature tasks; the test targets reproducible backend behavior, not prompt vibes.
- Failure surface is API contracts, architecture, DB, and ORM constraints. Generated code needs contract tests before it touches production paths.
- The practical takeaway is scoped delegation: let agents draft endpoints, but keep schema, migrations, and integration checks as hard gates.
Source: news.hada.io/topic?id=29861Read original →
FIG-8121:1
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#0811
#0811Agents & tools GeekNews5 days ago
Microsoft reportedly cuts `Claude Code` licenses over token costs
40radar
Token billing turned broad AI coding rollout into a budget problem. The takeaway is clear: agent adoption needs spend caps before it scales.
- Microsoft encouraged many engineers to use Claude Code, then reportedly canceled many licenses as token-based costs rose.
- The move points to a practical limit of coding agents: productivity gains are hard to defend without per-project cost visibility.
- Uber is mentioned alongside Microsoft, but details are incomplete. Treat this as a cost-control signal, not a vendor verdict.
Source: news.hada.io/topic?id=29860Read original →
40radar
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#0810
#0810Idea signals GeekNews5 days ago
Show HN: `Audiomass`, a free open-source multitrack audio editor for the web
40radar
AudiomassWeb audio editor — runs in-browser without a backend
Browser-only audio editing removes server cost and plugin friction. Useful as a reference for lightweight media tools.
- Audiomass runs in the browser with no backend or plugins, keeping hosting and operational scope small.
- Supported audio files can be cut, trimmed, volume-adjusted, faded, and processed with effects; enough for basic creator workflows.
- Imports from computer, samples, URL, and new recording hint at a compact acquisition flow worth copying in media tools.
Source: news.hada.io/topic?id=29851Read original →
FIG-8101:1
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#0809
#0809Agents & tools GeekNews6 days ago
`Flue`, a sandbox harness framework for coding agents
70radar
FlueAgent harness framework — headless coding-agent automation
Coding-agent UX becomes fully headless and programmable. Useful for building custom automation around Claude Code or Codex-style workflows.
- Flue is a TypeScript agent harness, so it fits naturally into Node-based internal tools and CI-style automation.
- It recreates the Claude Code/Codex experience in a 100% headless form, removing dependence on interactive CLI flows.
- Custom agents can work through problems autonomously like a coding agent, making it relevant for repeatable repo tasks and experiments.
Source: news.hada.io/topic?id=29849Read original →
FIG-8091:1
70radar
FIG-8091:1
#0808
#0808Agents & tools GeekNews6 days ago
`Codex` Use Case Catalog Expands From 12 to 52
50radar
CodexCoding agent platform — delegates dev work via natural language
The positioning shifts from coding assistant to delegated work platform. Useful signal for workflow ideas, but not a new feature release.
- The public catalog grew from 12 to 52 use cases, widening Codex beyond narrow coding help.
- Coverage now includes engineering, design, data, finance, operations, QA, and sales work.
- The practical takeaway is workflow mapping: find repeatable handoff tasks before expecting new product capability.
Source: news.hada.io/topic?id=29847Read original →
FIG-8081:1
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#0807
#0807Infra & SaaS GeekNews6 days ago
Scammers abuse official-looking `microsoftonline.com` sender for spam links
40radar
A trusted account-alert channel is being used as phishing cover. Treat even familiar SaaS notification senders as untrusted input; link-click flows need stricter checks.
- The sender msonlineservicesteam@microsoftonline.com is tied to sensitive account notices such as 2FA codes, so the spoof feels unusually credible.
- The campaign has lasted months, which makes it more than a one-off phishing wave; mail trust rules should assume official-looking senders can be abused.
- Login and billing alerts should be verified by opening the service directly, not from email links. This is a cheap security habit with high downside protection.
Source: news.hada.io/topic?id=29840Read original →
FIG-8071:1
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#0806
#0806Other GeekNews6 days ago
Memory Now Takes Nearly Two-Thirds of AI Chip Component Cost
40radar
AI accelerator economics are shifting from logic toward memory supply. HBM is becoming the cost anchor, so cheaper inference will depend as much on memory capacity as model-side optimization.
- HBM rose from 52% of weighted average component cost in Q1 2024 to 63% in Q4 2025 across Nvidia, AMD, Google, and Amazon AI chips.
- Logic die share stayed near 13%, so the cost pressure is not coming from compute silicon itself.
- Advanced packaging fell from 19% to 15%, and auxiliary parts from 15% to 9%; memory is absorbing the budget share.
- Cloud GPU and API pricing will remain sensitive to memory supply. Smaller models and cache-efficient inference keep gaining leverage.
Source: news.hada.io/topic?id=29837Read original →
FIG-8061:1
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#0805
#0805Indie business GeekNews6 days ago
Australian 4-Day Workweek Trial Shows No Productivity Drop
40radar
The 100:80:100 setup kept pay and output targets while cutting hours. Useful as an operating benchmark: less time can work when scope and metrics are explicit.
- The model targets 100% pay, 80% hours, 100% output. It only works if output is measured by company-specific metrics.
- Of 15 participating companies, 14 chose to keep the policy. That is stronger than a one-off morale survey.
- Six companies reported productivity gains. For small teams, the lesson is tighter scope, not simply fewer workdays.
Source: news.hada.io/topic?id=29836Read original →
FIG-8051:1
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#0804
#0804Agents & tools GeekNews6 days ago
`DeepSeek Reasonix`, native coding agent tuned for prefix caching
70radar
ReasonixCLI coding agent — optimized for DeepSeek prefix caching
Append-only sessions target DeepSeek’s byte-stable prefix cache. With a public 94% cache hit rate, long CLI agent runs become cheaper enough to test.
- Reasonix v0.50.0 is an open-source terminal coding agent that connects directly to the DeepSeek API.
- The execution loop is append-only, matching DeepSeek’s byte-stable prefix cache instead of rewriting session context.
- A reported 94% cache hit rate makes the cost story concrete; compare it against Claude Code-style workflows for long refactors.
Source: news.hada.io/topic?id=29835Read original →
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#0803
#0803Agents & tools GeekNews6 days ago
`KanBots`, Open-Source Kanban Desktop App for Parallel Agents on Every Card
70radar
KanBotsKanban desktop app — parallel coding agents per card
Turns a project folder into a board where each card can run coding agents in isolated worktrees. Useful for comparing agent outputs, but cost and branch cleanup discipline decide whether it scales.
- Each card can run Claude Code and Codex in parallel, with progress, decisions, and cost shown on the board in real time.
- Runs are isolated in separate git worktrees on kanbots/issue-N branches, reducing cross-task file conflicts.
- The board starts from a folder, so it fits repo-based task triage better than generic todo management.
- The strong use case is agent bake-off per issue: compare implementations before merging, instead of trusting one run.
Source: news.hada.io/topic?id=29830Read original →
FIG-8031:1
70radar
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Sun, May 243 dispatches

#0802
#0802Idea signals GeekNews6 days ago
Oura Says It Receives Government Requests for User Data
40radar
OuraSmart ring wearable — continuous sleep and health tracking
Sensitive health data is only as private as the server design behind it. If your app stores sleep, cycle, or location data, E2E encryption is now a product requirement, not polish.
- Oura collects heart rate, sleep, menstrual cycle, and location data, so disclosure risk is about high-sensitivity personal records, not generic analytics.
- Data is not end-to-end encrypted, and some employees can access it. Warrants, stolen keys, and insider access become real threat paths.
- For health or quantified-self apps, server-side readable storage weakens the privacy pitch. E2E design can be a sharp product differentiator.
Source: news.hada.io/topic?id=29824Read original →
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#0801
#0801Other GeekNews6 days ago
Use HTML `<dl>` for Name-Value UI Patterns
40radar
<dl> is the semantic HTML element for name-value pairs. It fits amenities, invoices, specs, and glossary UIs, so it is a small but useful accessibility and markup habit.
- <dl> represents a list of name-value pairs, not just a dictionary-style glossary.
- Good fits include amenities, billing line items, technical terms, and product spec rows where labels and values repeat.
- Using <dt> for names and <dd> for values keeps UI markup semantic without adding custom div-heavy structure.
Source: news.hada.io/topic?id=29821Read original →
FIG-8011:1
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#0800
#0800Infra & SaaS GeekNews7 days ago
Is Google Turning Into IBM?
50radar
Vertical integration turned from strength into operational drag. The Railway incident makes blind reliance on Google Cloud support hard to justify.
- Google owns silicon, TPU, data centers, models, and search; that stack now carries product and org overhead.
- Railway reportedly had its GCP account blocked, exposing a trust problem around automated deletions and missing support paths.
- The practical move is boring: keep backups, billing alerts, and provider exit plans ready before cloud lock-in bites.
Source: news.hada.io/topic?id=29817Read original →
FIG-8001:1
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FIG-8001:1

↻ Load earlier issues

`AI Skill Store`: a marketplace where agents find and install skills themselves

`React Doctor` diagnoses AI-generated React code with static analysis

`Ghost CMS` Sites Hit by `ClickFix` Campaign via Critical CVE

Don't Turn Commits Into Ad Space

Motorola Phones Start Routing `Amazon` Launches Through Affiliate Redirects

`OpenHuman`, open-source agentic desktop assistant

Figma Releases In-Canvas Design Agent

Coding Agents Feel More Irritating When They Fail

Subscriptions Change Behavior Before They Save Money

How `Shamir Secret Sharing` Works

`DeepSeek` cuts `V4-Pro` API pricing by 75% permanently

Google Search Turns AI-First, Opening Room for Alternative Search Products

`braillify` Passes All Tests for the 2024 Korean Braille Standard

`CodeGraph`: Code Knowledge Graph for AI Coding Agents

`nb-cli`, a CLI for AI agents and notebook automation

Use AI to write better code more slowly

`gokrazy/rsync` Uses Go Memory Safety to Avoid Recent `rsync` CVEs

Constraint Decay: LLM Agents Still Break Backend Contracts

Microsoft reportedly cuts `Claude Code` licenses over token costs

Show HN: `Audiomass`, a free open-source multitrack audio editor for the web

`Flue`, a sandbox harness framework for coding agents

`Codex` Use Case Catalog Expands From 12 to 52

Scammers abuse official-looking `microsoftonline.com` sender for spam links

Memory Now Takes Nearly Two-Thirds of AI Chip Component Cost

Australian 4-Day Workweek Trial Shows No Productivity Drop

`DeepSeek Reasonix`, native coding agent tuned for prefix caching

`KanBots`, Open-Source Kanban Desktop App for Parallel Agents on Every Card

Oura Says It Receives Government Requests for User Data

Use HTML `<dl>` for Name-Value UI Patterns

Is Google Turning Into IBM?