Harnyx (SN67) and the Open Contest for Bittensor’s Deep Research Crown

Somewhere between a Google search and a paid analyst is a category of tool called deep research, and every major AI company is racing to own it.

Harnyx (SN67) takes a different path by turning the whole capability into an open contest running on Bittensor.

A number of independent developers build competing versions of the same product, and whoever writes the best one at any given moment answers real user questions.

What comes out of this process is a knowledge-gathering service that keeps sharpening as long as anyone in the world can outbuild the incumbent leader.

What Harnyx Delivers to the Person Using It

The service returns structured findings through an API that any application or agent can call directly.

1. Send a question and receive back organized findings with sources: Applications hand over investigative prompts, and the swarm delivers evidence-backed responses ready for downstream use.

2. Pick between two output styles depending on priority: Cited mode matches every claim with verifiable references, while fast mode returns the finding alone when speed matters more than provenance.

3. Pay less than centralised alternatives charge for equivalent work: Costs stay low because competing scripts keep pricing honest, unlike a pricing model where one provider sets whatever the market accepts.

4. Get sharper results over time without changing your integration: Quality behind the endpoint compounds because underlying entries keep being replaced by improved versions.

Any application building a chatbot, sales tool, analyst product, or autonomous agent can call this endpoint instead of constructing a research pipeline from scratch.

How the Contest Runs Under the Hood

Harnyx operates as a continuous tournament where developers upload scripts that get graded against premium reference outputs.

1. Developers submit Python code that solves sample prompts within a strict cost budget: Each entry represents one approach to answering investigative questions under real constraints.

2. The protocol grades every submission against a stronger reference output: That reference gets built using premium models to set an aspirational target for contributors.

3. Only the current best entry serves paying customers: Whoever is at the top of the leaderboard handles live requests until someone displaces them.

4. Challengers replace the incumbent only when meeting specific improvement bars: A newcomer has to genuinely beat the leader on quality, speed, or expense to claim the crown.

5. Even entries that never reach the top earn something for solid attempts: Rewards flow to strong performers across every batch regardless of who holds first place.

The tournament runs without pause, meaning the tool users interact with keeps evolving rather than freezing at whatever launched first.

Why the Reward Rules Force Real Innovation

Harnyx pays contributors under rules designed to prevent anyone from camping the top position collecting easy income.

1. A leader’s earnings halve every time they retain first place: Starts at 50% of the reward pool, drops to 25%, then floors permanently at 12.5%.

2. Fresh approaches pay ten times more than incremental cloning: Copying the sitting incumbent with minor tweaks earns almost nothing compared to shipping a distinct method.

3. Every original entry passes through two separate similarity comparisons: Prevents anyone from disguising an existing technique under enough surface changes to look new.

4. The lower of the two comparison outcomes becomes the final verdict: Stops gaming through finding a lucky verification path that would clear one check but fail the other.

Rewarding originality while decaying incumbency means the swarm chases whatever works next rather than stalling on yesterday’s winner.

Where Harnyx (SN67) Fits in the Bittensor Story

Deep investigative work has become one of the most valuable capabilities AI can deliver for humans and other agents right now.

Every major platform is racing to build proprietary research tools, with billion-dollar companies competing to lock users into their specific offering.

SN67 makes that same capability an open marketplace where every developer on Earth competes to improve the shared product together.

Someone calling the endpoint today gets output from whichever team currently builds the best script, not whichever company happened to launch first with venture funding behind them.

➛ Contribute to the Harnyx (SN67) Ecosystem as a Miner or a Validator.