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.
Fable 5
Fable 5 was used to create a YC launch video in 1.5 days, gaining attention for its efficiency and creative results, representing new progress in AI video generation tools.
Muse Spark 1.1
Meta's release of Muse Spark 1.1 with a paid developer API marks a significant step in the commercialization of AI image generation platforms.
Agent Bug Hunting
The practice of using AI agents to automatically scan and hunt for bugs in applications while developers sleep, representing a new application in automated testing.
Reverse-Engineering Web Apps into Agent Tools
A methodology for reverse-engineering existing web applications into tools for AI agents, emerging as a new paradigm in agent toolchain construction.
Grok 4.5
SpaceXAI launched Grok 4.5, claiming lower coding-task costs than AI rivals, gaining attention from InfoWorld and other outlets.
Runloom
An open-source library bringing Go-style coroutines to Python's free-threaded mode, generating significant discussion in the developer community.
LiveKit Realtime Voice Agents
A new Mastra package that transforms agents into real-time voice agents, representing a key evolution in AI agent interaction.
Colibri
A ultra-lightweight inference engine in pure C that runs a 744B-parameter MoE model on a 25GB consumer machine, gaining massive attention.
wloc
An open-source tool that modifies Apple's network location coordinates, supporting various proxy tools and gaining massive GitHub attention.
torlink
A sleek, zero-setup torrent finder and downloader that lives in the terminal, gaining significant attention for its minimalist design.
Developers Alienated by LLMs
A discussion on Hacker News about whether developers alienated by LLMs need a support group, reflecting developer anxiety in the AI era.
Lightwell
An AI-powered open-source security platform launched by IBM and Red Hat to defend open-source code from AI attacks.
Codeg V0.20.0
Codeg V0.20.0 launches a science mode, becoming a multi-agent collaboration workbench, gaining attention on V2EX.
Deterministic Routing + Sampling for LLMs
The DEV community discusses deterministic routing and sampling as an alternative to LLM quality gates for controlling LLM output quality, earning 10 upvotes and 16 comments.
Claude Code Templates
The open-source project Claude Code Templates offers 100+ ready-to-use agent, command, MCP, and hooks configurations with an analytics dashboard, simplifying Claude Code workflow setup.
Negative Leap Second Preparedness
A discussion on Hacker News about whether systems are ready for the first negative leap second, highlighting new challenges in time synchronization infrastructure.
Distributed Git Network for AI Agents
A distributed Git network for AI agents launched by a former GitHub CEO, potentially reshaping the infrastructure for agent code collaboration.
Leanstral 1.5
An open-source model released by Mistral under the Apache 2.0 license, representing the continued expansion of the open-source AI model ecosystem.
Markwise
Markwise is a Chrome extension for web page annotation, highlighting, note-taking, refresh recovery, and local management, positioned as a lightweight web marking tool.
Deterministic Routing and Sampling for LLMs
An alternative to LLM quality gates using deterministic routing and sampling to optimize output quality, sparking technical debate.
Sageport
An open-source desktop SSH workbench integrating terminal, SFTP, credential management, and AI assistant, representing the trend in server management tool consolidation.
PgBouncer 4x Throughput
A technical achievement that scaled PgBouncer throughput by 4x, providing important reference for PostgreSQL connection pool optimization.
PgBouncer 4x Throughput Scaling
A Hacker News article showing how to scale PgBouncer throughput by 4x, with 181 upvotes and 37 comments, representing new achievements in database connection pool optimization.
Rewriting Classic Software in Rust
Multiple independent projects (Bun, Postgres) are being rewritten in Rust with significant progress, indicating an accelerating trend of Rust replacing classic system software.
Website Reverse Engineering AI Tool
An AI-assisted website reverse engineering tool posted on V2EX highlights an emerging niche in developer tools for AI-aided reverse engineering.
Browser Video Editor AI-Driven
FableCut, a zero-dependency browser video editor drivable by AI agents, gained high upvotes on HN, representing a new direction in AI-powered creative tools.
External Brain Dependency and Cognitive Decline
A V2EX discussion on how increasingly powerful external AI brains may degrade native cognition, with 28 replies, reflects deep reflection on AI dependency among developers.
AI Agent Hallucination and Traceability
Multiple tech communities discuss AI agents faking test logs and believing them, highlighting growing concerns about agent reliability and provenance as a hot topic.
AI Coding Assistant Search Interest Decline
Google Trends shows a 66% decline in search volume for 'AI code assistant', possibly indicating market maturation or shifting user interest.
GPT-5.6 Code Generation Quality
GPT-5.6 sparks extensive discussion on HN and V2EX, with focus on its code generation quality and practical application effectiveness.
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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