#desearch - Twitter Hashtag

11 days ago

A trending feed is a sample, not a census. In our TikTok Trend Board test, back-to-back pulls for the same region shared only 0-2 posts. The open example deduplicates repeated pulls before comparing trends: https://t.co/UiHWpWhSLx #Desearch #SocialData #DataQuality

desearch_ai's tweet photo. A trending feed is a sample, not a census.

In our TikTok Trend Board test, back-to-back pulls for the same region shared only 0-2 posts.

The open example deduplicates repeated pulls before comparing trends:
https://t.co/UiHWpWhSLx

#Desearch #SocialData #DataQuality https://t.co/B7ExI93eI8

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Desearch.ai | Subnet 22 @desearch_ai

22 days ago

SN22 is in a temporary transition between validator releases. We merged v0.0.229 to pause miner requests and direct validator weight to the burn hotkey until the next release. Details: https://t.co/vpdz815Vqj #Bittensor #SN22 #Desearch

desearch_ai's tweet photo. SN22 is in a temporary transition between validator releases.

We merged v0.0.229 to pause miner requests and direct validator weight to the burn hotkey until the next release.

Details: https://t.co/vpdz815Vqj

#Bittensor #SN22 #Desearch https://t.co/NvW1P3oS2q

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Desearch.ai | Subnet 22 @desearch_ai

24 days ago

More context should not mean more custom glue. Desearch MCP now exposes the public JS SDK as tools for web and AI search, social data, page extraction, and trends. One tool layer for agent retrieval: https://t.co/S6ocCpcBhR #MCP #AIAgents #Desearch

desearch_ai's tweet photo. More context should not mean more custom glue.

Desearch MCP now exposes the public JS SDK as tools for web and AI search, social data, page extraction, and trends.

One tool layer for agent retrieval:
https://t.co/S6ocCpcBhR

#MCP #AIAgents #Desearch https://t.co/0yLRFoxNwZ

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Desearch.ai | Subnet 22 @desearch_ai

25 days ago

One-off search answers a question. Monitoring shows what changed. Replay the same Desearch query, store each result, diff the links or claims, then alert in your own stack. Blueprint: https://t.co/BRWygmKJ4z #AISearch #Desearch #AIAgents

desearch_ai's tweet photo. One-off search answers a question. Monitoring shows what changed.

Replay the same Desearch query, store each result, diff the links or claims, then alert in your own stack.

Blueprint: https://t.co/BRWygmKJ4z

#AISearch #Desearch #AIAgents https://t.co/xxzuL8PrxA

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Desearch.ai | Subnet 22 @desearch_ai

26 days ago

A search benchmark should show its work. Same questions. Pages and returned text checked separately. Model judgments calibrated against human labels. Our eval methodology is open: https://t.co/QuhbXYO471 #AISearch #Desearch #SN22

desearch_ai's tweet photo. A search benchmark should show its work.

Same questions. Pages and returned text checked separately. Model judgments calibrated against human labels.

Our eval methodology is open: https://t.co/QuhbXYO471

#AISearch #Desearch #SN22 https://t.co/cvyFIxFPWU

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Desearch.ai | Subnet 22 @desearch_ai

about 2 months ago

Dynamic pages turn crawling into a policy decision. Desearch Web Crawl can fetch normally or render JavaScript with a bounded wait when the page needs it. Start static. Escalate only when the content is incomplete. #AIAgents #AISearch #Desearch

desearch_ai's tweet photo. Dynamic pages turn crawling into a policy decision.

Desearch Web Crawl can fetch normally or render JavaScript with a bounded wait when the page needs it.

Start static. Escalate only when the content is incomplete.

#AIAgents #AISearch #Desearch https://t.co/SMBo4VXfyP

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Desearch.ai | Subnet 22 @desearch_ai

2 months ago

Cost attribution should not depend on response format. Desearch exposes billing headers for JSON, arrays, text, and streams. Capture them before parsing the payload. If a tool can spend, its orchestrator should record it. #AIAgents #AIInfra #Desearch

desearch_ai's tweet photo. Cost attribution should not depend on response format.

Desearch exposes billing headers for JSON, arrays, text, and streams. Capture them before parsing the payload.

If a tool can spend, its orchestrator should record it.

#AIAgents #AIInfra #Desearch https://t.co/3kUVqHyZJb

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Desearch.ai | Subnet 22 @desearch_ai

2 months ago

Static extraction first. Browser rendering only when needed. Desearch Crawl returns page text, with optional headless rendering for SPAs or JavaScript-populated pages. Match the fallback to the failure mode. Do not make it the default. #AIAgents #AIInfra #Desearch

desearch_ai's tweet photo. Static extraction first. Browser rendering only when needed.

Desearch Crawl returns page text, with optional headless rendering for SPAs or JavaScript-populated pages.

Match the fallback to the failure mode. Do not make it the default.

#AIAgents #AIInfra #Desearch https://t.co/NL1214VYI1

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Desearch.ai | Subnet 22 @desearch_ai

2 months ago

Engagement is not evidence. Desearch social data can filter by minimum likes, replies, or reposts. Use those thresholds to control the sample, not to decide what is true. Popularity is a retrieval signal, not a credibility score. #AIAgents #AISearch #Desearch

desearch_ai's tweet photo. Engagement is not evidence.

Desearch social data can filter by minimum likes, replies, or reposts. Use those thresholds to control the sample, not to decide what is true.

Popularity is a retrieval signal, not a credibility score.

#AIAgents #AISearch #Desearch https://t.co/0Gs47PokPN

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Desearch.ai | Subnet 22 @desearch_ai

2 months ago

Not every search pass needs an LLM judge. If the next step only needs candidate links, per-link scoring can be unnecessary work. Desearch lets builders skip it and keep source order for that stage. Use intelligence where it changes the decision. #AIAgents #AIInfra #Desearch

desearch_ai's tweet photo. Not every search pass needs an LLM judge.

If the next step only needs candidate links, per-link scoring can be unnecessary work. Desearch lets builders skip it and keep source order for that stage.

Use intelligence where it changes the decision.

#AIAgents #AIInfra #Desearch https://t.co/gazhw9d9cs

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Desearch.ai | Subnet 22 @desearch_ai

2 months ago

Retrieval should not turn an agent into a single-file queue. Desearch SDKs use async patterns in Python and JavaScript. Independent searches can run concurrently, then join before synthesis. Parallelize collection. Keep the decision ordered. #AIAgents #AIInfra #Desearch

desearch_ai's tweet photo. Retrieval should not turn an agent into a single-file queue.

Desearch SDKs use async patterns in Python and JavaScript. Independent searches can run concurrently, then join before synthesis.

Parallelize collection. Keep the decision ordered.

#AIAgents #AIInfra #Desearch https://t.co/wM6PSpjdz1

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Desearch.ai | Subnet 22 @desearch_ai

2 months ago

The first page is not the dataset. If an agent summarizes before pagination finishes, a retrieval limit can become a false conclusion. Desearch exposes pagination across web and public social data, so builders can collect before synthesis. #AIAgents #AIInfra #Desearch

desearch_ai's tweet photo. The first page is not the dataset.

If an agent summarizes before pagination finishes, a retrieval limit can become a false conclusion.

Desearch exposes pagination across web and public social data, so builders can collect before synthesis.

#AIAgents #AIInfra #Desearch https://t.co/m2UUtwVoOR

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Desearch.ai | Subnet 22 @desearch_ai

2 months ago

Mocked retrieval tests ask: does our logic work? Live tests ask: does the world still connect? You need both. Mocks make failures reproducible. A bounded Desearch check catches credential, network, and response-contract drift before users do. #AIAgents #AIInfra #Desearch

desearch_ai's tweet photo. Mocked retrieval tests ask: does our logic work?

Live tests ask: does the world still connect?

You need both. Mocks make failures reproducible. A bounded Desearch check catches credential, network, and response-contract drift before users do.

#AIAgents #AIInfra #Desearch https://t.co/0A8voVP3Up

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Desearch.ai | Subnet 22 @desearch_ai

2 months ago

Tool calling has one important boundary. The model proposes a function and parameters. Your application validates and executes it. With Desearch as the retrieval tool, that separation keeps search behavior explicit, testable, and auditable. #AIAgents #AIInfra #Desearch

desearch_ai's tweet photo. Tool calling has one important boundary.

The model proposes a function and parameters. Your application validates and executes it.

With Desearch as the retrieval tool, that separation keeps search behavior explicit, testable, and auditable.

#AIAgents #AIInfra #Desearch https://t.co/2mZKV7DE0G

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Desearch.ai | Subnet 22 @desearch_ai

2 months ago

Agents need an error policy, not just a search tool. Retry rate limits and transient server failures with backoff. Surface request-validation errors instead of retrying them. Reliable retrieval starts with knowing which failures are recoverable. #AIAgents #AIInfra #Desearch

desearch_ai's tweet photo. Agents need an error policy, not just a search tool.

Retry rate limits and transient server failures with backoff. Surface request-validation errors instead of retrying them.

Reliable retrieval starts with knowing which failures are recoverable.

#AIAgents #AIInfra #Desearch https://t.co/SuwHwSQrmN

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Desearch.ai | Subnet 22 @desearch_ai

3 months ago

More context is not always better. A research agent needs a stopping rule: did this search add useful evidence, how fresh is it, and what did it cost? Desearch Web Search returns freshness signals and cost metadata beside the sources. #AIAgents #AISearch #Desearch

desearch_ai's tweet photo. More context is not always better.

A research agent needs a stopping rule: did this search add useful evidence, how fresh is it, and what did it cost?

Desearch Web Search returns freshness signals and cost metadata beside the sources.

#AIAgents #AISearch #Desearch https://t.co/C67V8omtA6

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Desearch.ai | Subnet 22 @desearch_ai

3 months ago

Good AI search starts before the model writes. Choose the source set, time window, and result shape first. Then generate from the evidence that survives. Desearch lets agents scope retrieval across web, research, forums, video, and social. #AISearch #AIAgents #Desearch

desearch_ai's tweet photo. Good AI search starts before the model writes.

Choose the source set, time window, and result shape first. Then generate from the evidence that survives.

Desearch lets agents scope retrieval across web, research, forums, video, and social.

#AISearch #AIAgents #Desearch https://t.co/gspWX2yBtx

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Desearch.ai | Subnet 22 @desearch_ai

3 months ago

SN22 now supports Bittensor 10.3.0. The release removes a codec conflict that could break validator startup and updates the install path. Network upgrades should be boring. That means fixing dependency edges before operators hit them. #Bittensor #SN22 #Desearch

desearch_ai's tweet photo. SN22 now supports Bittensor 10.3.0.

The release removes a codec conflict that could break validator startup and updates the install path.

Network upgrades should be boring. That means fixing dependency edges before operators hit them.

#Bittensor #SN22 #Desearch https://t.co/QvBAWq5MHE

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Desearch.ai | Subnet 22 @desearch_ai

3 months ago

SN22 now supports Bittensor 10.3.0. The release removes a codec conflict that could break validator startup and updates the install path. Network upgrades should be boring. That means fixing dependency edges before operators hit them. #Bittensor #SN22 #Desearch

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Desearch.ai | Subnet 22 @desearch_ai

3 months ago

If answers only appear after JavaScript runs, many crawlers never see them. Desearch now server-renders product FAQs and exposes crawlable hubs for 30 guide and 35 API-reference pages. Docs should work for people, search engines, and agents. #TechnicalSEO #AIAgents #Desearch

desearch_ai's tweet photo. If answers only appear after JavaScript runs, many crawlers never see them.

Desearch now server-renders product FAQs and exposes crawlable hubs for 30 guide and 35 API-reference pages.

Docs should work for people, search engines, and agents.

#TechnicalSEO #AIAgents #Desearch https://t.co/yZG1xm6HWm

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