AI Campus • Prayogika kalike
Autonomous Research mattu Saaramsha Agent
Source records, niyantrita tools, spashta nilluva niyamagalu mattu review maadabahudada report iruva seemita research workflow kattiri.
Build guide mattu modalu bekaada tayari
Ee maargadarshi anusarisikondu nimma application katti, parikshe maadi mattu kandukonda phalitaamsha bareyiri.
- Python functions, HTTP concepts mattu JSON validation gottirali.
- Mooru public source URLs mattu chikkadaagi uttarisabahudada research prashne beku.
Bekaada tools mattu free aaykegalu
- Python
- Bekiddare LangGraph
- Local aagi ulisida HTML/text sources
- Bekiddare local language model
Veccha: Modalane workflow kaiyaare save maadida public sources oduttade; search API beda. Live search, hosted inference mattu browser services ge pratyeka kharchaagabahudu; budget tilida mele maatra serisi.
Hanta-hantavaagi kattiri
1. Research prashnege miti idi
Ondu prashne, mooru sources miti mattu hecchendare aidu workflow steps aaydukollli. Yaavudu uttara aaguttade mattu yaavaga evidence saaladu endu nillabeku embudannu bareyiri. Kaiyaare aayda official pages inda shuru maadi.
2. Source records kattiri
Anumatisida prati page annu URL, title, retrieval date mattu text jothe local aagi ulisi. Chikka evidence passages ulisi; publisher helike mattu nimma artha pratyekavaagirali. Private athava anumati illada content scrape maadabedi.
3. Workflow states spashtavaagi implement maadi
Plan, retrieve, extract, draft mattu review ge pratyeka functions kattiri. Question, sources, evidence mattu ulida step budget iruva typed state pass maadi. LangGraph tegedukolluva modalu sarala Python state machine saaku.
4. Tools ge boundary idi
Anumatisida source hosts mattu read-only tools maatra balasi. Tool arguments validate maadi; timeouts, response-size caps mattu retry limits idi. Page content evidence maatra; instructions badalaayisalu athava commands run maadalu adhikaara alla.
5. Evidence table inda draft bareyiri
Prati claim pakkadalli support koduva URL mattu passage bareyiri. Bekiddare local model table inda prose draft maadali; kalpita citations tiraskarisi. Sources naduve bhinnaabhipraaya iddare torisi; tappu khachitateyaagi serisabedi.
6. Nilluva niyama mattu review test maadi
Missing source, timeout, viruddha claims mattu malicious instruction iruva page test maadi. Run tanna budget nalli nilluttadeye khachitapadisi. Share maaduva modalu human review ge links mattu bagehariyada prashnegaliruva Markdown export maadi.
Nireekshita output mattu parikshe
Mitiyiruva research workflow mattu source-linked draft report. Autonomous live browsing mattu multi-agent execution aaykeya extensions; avannu neevu implement maadi test maadabeku.
- Yaava run kooda configured tool/step budget meerabaradu.
- Prati factual report claim ge check maadida evidence row irabeku.
- Tool failures kaanisabeku; failed fetch badalige kalpita source barabaradu.
Official maahiti moolagalu
Odalu free. Software setup, model access mattu hosted sevegalige avugala niyamagalu anvayisuttave. Moolagalannu 3 November 2026 randu parisheelisalagide.