Most agent reliability problems are data engineering problems

AI 에이전트의 신뢰성 문제는 주로 데이터 엔지니어링 문제에서 비롯되며, 단순한 프롬프트 엔지니어링만으로 해결되지 않는다. 효과적인 에이전트 운영을 위해서는 검색 API의 응답 최적화, 최소 필드 반환을 통한 토큰 비용 절감, 비즈니스 규칙이 반영된 작업 단위 도구 설계, 그리고 스키마 탐색 기능 제공 등 데이터 파이프라인과 도구 설계에 집중해야 한다. 이러한 접근법은 에이전트의 속도와 정확성을 높이고, 감사 로그의 해석 용이성 및 권한 관리에도 도움을 준다.

https://sderosiaux.substack.com/p/from-prompt-engineering-to-data-engineering

#aiagents #dataengineering #searchapi #mcp #schemaintrospection

Fixing the Agent Data Layer: Six Patterns

Tool design, schema discovery, search APIs, and the data layer agents need.

The Technical Executive
FYI: SearchApi moves to dismiss SerpApi suit born from a failed acquisition: SearchApi asks Texas court to dismiss SerpApi's trade secret and copyright claims, saying the suit is retaliation for refusing an acquisition in December 2025. https://ppc.land/searchapi-moves-to-dismiss-serpapi-suit-born-from-a-failed-acquisition/ #SearchAPI #SerpAPI #Acquisition #TradeSecrets #CopyrightClaims
SearchApi moves to dismiss SerpApi suit born from a failed acquisition

SearchApi asks Texas court to dismiss SerpApi's trade secret and copyright claims, saying the suit is retaliation for refusing an acquisition in December 2025.

PPC Land
ICYMI: SearchApi moves to dismiss SerpApi suit born from a failed acquisition: SearchApi asks Texas court to dismiss SerpApi's trade secret and copyright claims, saying the suit is retaliation for refusing an acquisition in December 2025. https://ppc.land/searchapi-moves-to-dismiss-serpapi-suit-born-from-a-failed-acquisition/ #SearchAPI #SerpAPI #LegalNews #TechAcquisition #TradeSecrets
SearchApi moves to dismiss SerpApi suit born from a failed acquisition

SearchApi asks Texas court to dismiss SerpApi's trade secret and copyright claims, saying the suit is retaliation for refusing an acquisition in December 2025.

PPC Land
SearchApi moves to dismiss SerpApi suit born from a failed acquisition: SearchApi asks Texas court to dismiss SerpApi's trade secret and copyright claims, saying the suit is retaliation for refusing an acquisition in December 2025. https://ppc.land/searchapi-moves-to-dismiss-serpapi-suit-born-from-a-failed-acquisition/ #SearchApi #SerpApi #LegalNews #TradeSecrets #CopyrightLaw
SearchApi moves to dismiss SerpApi suit born from a failed acquisition

SearchApi asks Texas court to dismiss SerpApi's trade secret and copyright claims, saying the suit is retaliation for refusing an acquisition in December 2025.

PPC Land

Brave eliminated its free Search API tier, replacing it with $5 monthly credits that cover ~1,000 queries before billing kicks in. Previous users had 5,000 free queries monthly. Credit cards once promised to "never be charged" now become active billing instruments.

With Microsoft's Bing API gone, Brave remains the only independent Western search index at scale for developers.

#SearchAPI #DeveloperTools #WebSearch

https://www.implicator.ai/brave-drops-free-search-api-tier-puts-all-developers-on-metered-billing/

Brave Drops Free Search API Tier, Puts All Developers on Metered Billing

Brave replaced its free Search API plan with $5 monthly credits covering ~1,000 queries. Cards collected for verification now face open billing.

Implicator.ai
📚 New Blog Post: Building an 'X-Ray Machine' for Drupal 11
I just published Part 3 of my "Automated Librarian" series. Today is all about moving from "thin metadata" to full deep-text indexing using Solr and Tika.
If you've ever struggled with making thousands of PDFs truly searchable in #Drupal, this one is for you.
Read the full breakdown: https://drupalodyssey.com/go/rOxKwcy
#Drupal11 #OpenSource #Solr #SearchAPI #WebDevelopment #PHP
The Automated Librarian: Part 3 - Indexing PDF Content with Solr & Tika in Drupal 11

Stop searching for filenames and start searching inside your data. Learn how to use Apache Solr and Tika to index PDF content in Drupal 11, configure weighted search boosts, and unlock the "Black Box" of your Media Library.

Drupal Odyssey

Incredibly honored to see the 'Automated Librarian' project featured in @thedroptimes! 🚀

Huge thanks to the team for the shout-out. If you're curious about how I'm using Migrations, Solr/Tika, and LLMs to manage a massive digital library, check out the article below!

https://www.thedroptimes.com/66074/ron-ferguson-builds-ai-driven-ebook-library-in-drupal-11

#Drupal11 #AI #SearchAPI #WebDev

Ron Ferguson Builds AI‑Driven eBook Library in Drupal 11

Developer Ron Ferguson has built a personal eBook management system using Drupal 11. By combining Solr, Ollama-based AI summaries, and automated metadata ingestion, the project turns static files into a searchable digital library.

TheDropTimes

Tech Lead Keiro chia sẻ xây dựng API tìm kiếm cho AI agents: latency trung bình 700ms nhờ proxy phân tán, scraping song song, trích xuất markdown tối ưu token và anti‑bot. Đã triển khai các endpoint /search, /research, /answer và hàng đợi không giới hạn. Mở AMA về latency, so sánh local‑cloud, mô hình MCP, batch‑processing và chi phí. #AI #SearchAPI #Tech #CôngNghệ #TríTuệNhânTạo #Keiro #MachineLearning #DataEngineering

https://www.reddit.com/r/LocalLLaMA/comments/1q75h2s/im_the_tech_lead_at_ke

SerpApi's workaround blocked: Google restricts Light Fast API to three results: Search API provider faces renewed setback after Google blocks workaround that retrieved 100 organic results, limiting Light Fast API to three results instead. https://ppc.land/serpapis-workaround-blocked-google-restricts-light-fast-api-to-three-results/ #SerpApi #GoogleUpdates #SEO #SearchAPI #DigitalMarketing
SerpApi's workaround blocked: Google restricts Light Fast API to three results

Search API provider faces renewed setback after Google blocks workaround that retrieved 100 organic results, limiting Light Fast API to three results instead.

PPC Land

Perplexity AI ha lanciato la Search API, sfidando il dominio di Google.

Si rompe il monopolio dei dati fornendo accesso diretto al massivo indice web:

📖 Miliardi di pagine
🧠 Risultati ottimizzati AI

L'azienda intende favorire contenuti utili rispetto all'intento commerciale.

#PerplexityAI #SearchAPI #AI