Stop Guessing What to Build.
Every morning, AI scans 28 platforms, cross-validates signals, and ranks emerging tech trends by builder relevance. Free tiershows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing strategy, and risk assessment — so you know exactly what to build and how.
AI Audit Log Trust Problem
A discussion argues AI audit logs can't be trusted since the agent is both witness and suspect, questioning the fundamentals of agent observability.
NascentIndustryUtah AI Prescription Law
Utah will let AI examine patients and prescribe medication without human oversight, a major regulatory first sparking 93 comments.
NascentOpenSourcePenguin Mail
An open-source Rust email client for Linux with built-in AI, a new take on AI-native desktop apps.
NascentDXOpen Source as a Storefront
A discussion argues your GitHub README isn't a profile but a storefront, reflecting the marketing-ification of open source.
NascentTechConceptGraph Engineering
Following the Loop hype, 'Graph Engineering' is trending in the community after a prompt by OpenClaw's author, a new agent orchestration paradigm.
NascentAIAppWorldMonitor
A real-time global intelligence dashboard with AI-powered news aggregation and geopolitical monitoring, a representative AI intelligence app.
NascentAIModelKokoro TTS
An 82M-parameter lightweight TTS model with over 11M downloads, a popular choice for local speech synthesis.
NascentAIAgentAI Circuit Breaker
A reverse proxy that stops AI agent infinite loops, emerging as reliability infrastructure for agent deployments.
NascentOpenSourcePolars 2.0
Polars 2.0 ships, a major release for the Rust dataframe library and a significant update to the Python data ecosystem.
NascentAIModelGLM-5.3 Red Team Findings
Anthropic's red team finds GLM-5.3 matches frontier capability but its refusal guardrails are essentially non-functional.
NascentAIAgentOOPMAS
An ArXiv paper on object-oriented multi-agent systems for query-level workflow generation, representing frontier multi-agent architecture research.
NascentAIAgentDHCG Multi-Agent Reasoning
Dynamic construction of hierarchical collaboration graphs for LLM-based multi-agent reasoning, a new structuring approach for agent collaboration.
NascentDevToolsLynx Cross-Platform Framework
Lynx is recommended by the community as a new cross-platform mobile development framework contender.
NascentProductivitySlash Anywhere
Custom slash commands that work in any text field, a lightweight productivity tool for prompt and command reuse.
NascentAIAppAI Design SaaS Stack
An AI design SaaS for small businesses built in two months on Next.js, Supabase, Stripe and fal.ai, a typical AI startup stack sample.
NascentAIAgentA2A 1.0
A2A 1.0 is being contrasted with MCP — MCP handles tools, A2A handles agent-to-agent delegation — as interop standards crystallize.
NascentIndustryAI Agent Identity Security Gap
SailPoint reports enterprise AI agent adoption has outrun identity security by 40x, making agent identity governance a pressing enterprise gap.
NascentIndustryAI Strategic Committee
An enterprise proposes forming an AI strategy committee when deploying AI, reflecting the need to institutionalize AI governance.
NascentDXAI Code Review Human Support
An academic paper argues AI code review should support rather than automate, offering a new framing for AI-assisted review.
NascentAIModelSWE-Race Benchmark
A coding-agent benchmark of 188 real concurrency bugs, filling a gap in evaluating agents on concurrency scenarios.
Nascent★★★☆☆DXVibe-Coded App Abandonment
Vibe-coded apps become hard for humans to take over, fueling discussion about maintainability and loss of control in AI-generated projects.
Agentic Scientific Discovery
Opus 5.5 agents discovering two room-temperature magnetic semiconductor candidates marks AI agents directly contributing to scientific discovery.
Claude Code Mods
The Mods JS plugin system in Claude Code 2.1.287 can intercept dangerous operations like rm -rf, offering a new safety-governance mechanism for AI coding tools.
Agent-Readable Docs Framework
Blume 2.0, Octri.dev, and DocsAlot optimize docs frameworks for both humans and agents while auto-generating MCP servers, as the docs layer is rebuilt for agents.
MCP Ecosystem Structure
Academia begins mapping MCP's hierarchy and functional landscape while tools like Termexo ship 19 local MCP tools, showing the MCP ecosystem taking shape.
Bi-Temporal Graph Database
Minigraf is an embedded bi-temporal graph database in Rust treating time as a first-class citizen, suited to scenarios needing historical traceability.
Local Decision Model
Local open-source decision models like LAYA power visual QC and harvesting, while AWS open-sourced a Jev-style decision model, signaling a rise in localized decision models.
Design Language for AI Harness
impeccable and awesome-design-md provide design languages and DESIGN.md files that make AI harnesses better at design, forming a design-spec layer for agent-generated UIs.
Unified MCP Gateway
Bundling apps, memory, and tools behind one MCP gateway signals the MCP ecosystem maturing from scattered servers into an aggregation layer.
LLM Router
FastRouter.ai routes requests to the right LLM by cost, latency, and quality, as multi-model routing becomes a standard AI infrastructure layer.
How Trends Are Ranked & Discovered
Every trend you see below is automatically scored and staged by our pipeline. Here's exactly how it works.
How We Score
Each term gets a 0–100 score from four weighted dimensions:
• Channel diversity (highest weight)
• Signal strength across independent platforms
• Community engagement velocity
• Cross-platform propagation
Maturity stages — based on age since first detection:
Report thresholds: Top tier deep research report · Mid range quick brief · Lower range monitoring only
How Terms Are Discovered
Every night, our LLM pipeline scans signals from 30+ platforms and extracts emerging terms using 5 rules:
- Cross-platform validation — a term must appear in ≥2 independent platforms, not a single isolated post.
- Representative filtering — new products are only kept if they represent a broader emerging pattern, not one-off launches.
- Discussion volume threshold— low-score single posts don't qualify; there must be genuine community interest.
- Generic term blacklist — known broad terms (AI, React, Python, API, LLM, GPT) are automatically ignored.
- Quality over quantity — only terms with genuine cross-source validation are accepted. No numeric cap.
Sources: HN, Reddit, GitHub, Product Hunt, X, DEV Community, V2EX, Lobsters, and more.
Two Engines, One Report
Every night, our dual-engine system scans the internet. Every morning, you get one decision — validated, priced, and ready to execute.
Discovery Engine
AI scans 30+ platforms — HN, Reddit, GitHub, Product Hunt, X, DEV, V2EX, and more — for emerging pain points, rising trends, and market gaps. Every term is cross-validated across independent sources before it reaches your dashboard.
- Cross-platform signal validation
- Pain point vs. hype detection
- Actionability scoring
Monitoring Engine
Follow up to 10 topics, people, or tech stacks. Every day, the AI tells you what's happening, and — most importantly — what you should do about it. Track competitors, spot shifts in developer sentiment, and catch opportunities before they hit the mainstream.
- Topic trend analysis
- Pricing & feature change signals
- Actionable alerts, not noise
What You Get with Pro
Free tier shows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing, risk assessment, and a concrete action plan. Built for builders who want to stop reading and start building.
Deep Analysis Reports
Full business cases for the top 25% of trends. Each report includes TAM estimation, competitive landscape, business model recommendations, MVP blueprint, risk assessment, and concrete next steps — 3,000+ words of actionable intelligence.
19 reports · Updated dailyCSV & JSON Export
Download the full trend database for your own analysis. Feed it into your spreadsheet, notebook, or custom tooling. All 280+ terms with scores, categories, stages, and growth metrics.
CSV + JSON · One clickCustom Trend Alerts
Set keyword and category alerts. Get notified when a trend matching your criteria crosses your score threshold. Never miss an opportunity in your domain again.
Up to 10 alerts$19/month after trial. Cancel anytime.
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