Badr Gorchene 🇹🇳🇵🇸

Full stack developer/Data Science enthusiast, motivated by passion.

[𝗿𝗮𝗺𝗮𝗸𝗿𝘂𝘀𝗵𝗻𝗮— 𝗲/𝗮𝗰𝗰 @techwith_ram]

RAG System
├── Data Ingestion
│ ├── PDF / DOCX / PPT / Notion / Web
│ ├── Chunking strategies
│ ├── Cleaning and deduplication
│ ├── Metadata tagging
│ └── Versioning

├── Embeddings
│ ├── OpenAI / Cohere / BGE / Instructor
│ ├── Vector normalization
│ ├── Domain adaptation
│ └── Re-embedding strategy

├── Vector Database
│ ├── Pinecone / Weaviate / Qdrant / FAISS
│ ├── Index types (HNSW, IVF, Flat)
│ ├── Filtering and metadata search
│ └── Sharding and scaling

├── Retrieval
│ ├── Semantic search
│ ├── Hybrid retrieval (BM25 + vector)
│ ├── Re-ranking (cross-encoders)
│ ├── Query rewriting
│ └── Multi-hop retrieval

├── Prompt and Context Engineering
│ ├── System, user and tool prompts
│ ├── Context window management
│ ├── Citation and grounding
│ ├── Answer style control
│ └── Safety and refusal rules

├── LLM Layer
│ ├── GPT / Claude / Mistral / Llama
│ ├── Temperature and decoding
│ ├── Function calling and tools
│ └── Cost and latency optimization

├── Generation
│ ├── Context injection
│ ├── Structured output (JSON)
│ ├── Multi-step reasoning
│ └── Tool-calling agents

├── Evaluation
│ ├── Retrieval metrics (Recall@K, MRR)
│ ├── Answer quality (faithfulness, relevance)
│ ├── LLM-as-a-Judge
│ └── Regression testing

├── Feedback Loop
│ ├── User ratings
│ ├── Click-through
│ ├── Failure logging
│ └── Data refresh triggers

├── Caching
│ ├── Query caching
│ ├── Embedding caching
│ └── LLM response caching

├── Security and Guardrails
│ ├── Prompt injection protection
│ ├── Data isolation
│ ├── PII filtering
│ └── Tool permissioning

├── Observability
│ ├── Token usage
│ ├── Latency per step
│ ├── Retrieval quality
│ └── Hallucination tracking

├── Orchestration
│ ├── LangChain / LlamaIndex / custom pipelines
│ ├── Async flows
│ └── Retry and fallback models

├── Infrastructure
│ ├── API gateway
│ ├── Vector DB hosting
│ ├── Model routing
│ └── Cost tracking

└── Programming Language
└── Python or TypeScript (start here)

AI generated !!

[LlamaIndex 🦙 @llama_index]

Document AI goes beyond traditional OCR to create intelligent systems that read, understand, and act on documents like humans do.

Our latest blog post explains how agentic OCR combined with LLM-powered workflows is transforming document automation across industries:

🧠 Agentic OCR interprets visual and semantic structure, achieving 90%+ pass-through rates vs 60-70% with legacy systems
📊 Multimodal understanding processes charts, images, and tables that conventional OCR simply cannot interpret
⚡ Smart workflows use reasoning instead of rigid rules, adapting dynamically when documents deviate from expectations
🔄 Self-correcting error handling attempts corrections and learns from exceptions rather than failing silently

Companies are seeing measurable gains: higher throughput, lower operational costs, faster deployment, and improved compliance with full auditability.

We've built the complete Document AI stack with LlamaCloud - from LlamaParse for structure-aware parsing to LlamaExtract for declarative schema extraction, all orchestrated through our Workflows framework.

Read the full breakdown of how Document AI operates and its business impact: https://t.co/cAlgQT2Lv2

[Rania @umyaznemo]

Palestinian and proud!

[Badr Gorchene 🇹🇳🇵🇸 @_bunshee_]

@FakeBatmanClub

[Paddystinian @Paddystinian]

Gaza is no longer a concentration camp, it's now a death camp and now this genocidal cult wants Americans to die for them✌️☘️🍉

[Mukhtar @I_amMukhtar]

Meet Japanese chef Chikahiro Naoya. He's been holding a one man protest every week outside the Israeli Embassy in Tokyo, shouting 'stop the genocide and free Palestine'

[ĐⱤØ₲Ø🇺🇸 @KAGdrogo]

There’s a reason why you’re seeing this Pahlavi guy all over your feed and it’s not because majority of Iranians want him to rule over them.

[Badr Gorchene 🇹🇳🇵🇸 @_bunshee_]

@OfficialSaharTV To everyone who believes this is authentic, i now understand why you stand with israel.

[Badr Gorchene 🇹🇳🇵🇸 @_bunshee_]

@OfficialSaharTV Bro is indian 🤣😅

[𝐀𝐍𝐓𝐔𝐍𝐄𝐒 @Antunes1]

The favorite to replace Khamenei is a puppet.

Do you understand???

[Jackson Hinkle 🇺🇸 @jacksonhinkle]

❤️🇮🇷 SAHAR EMAMI WILL NOT BE SILENCED!

[Badr Gorchene 🇹🇳🇵🇸 @_bunshee_]

@ACTBrigitte To be ended

[Badr Gorchene 🇹🇳🇵🇸 @_bunshee_]

@ElliotMalin @Vend7_ Stop the cap!
@grok how many civilian casualities in civilians only in the israel-iran conflict (both sides).

[Badr Gorchene 🇹🇳🇵🇸 @_bunshee_]

The most moral army in the world!!

[Sulaiman Ahmed @ShaykhSulaiman]

BREAKING: IRGC ISSUED AN EVACUATION ORDER FOR ISRAELIS IN TEL AVIV ISRAEL

“Urgent Warning to the Residents of Tel Aviv

An urgent warning to anyone currently located or planning to be located inside weapons production facilities, intelligence institutions, sensitive centers, or military research facilities in the occupied Palestinian territories.

We recommend you leave this city immediately to preserve your lives and your safety and do not return to it ever again.

Leaving the occupied land is the only way to save your lives.”

[Badr Gorchene 🇹🇳🇵🇸 @_bunshee_]

@Megatron_ron https://t.co/iqxGsrIWDV

[Legitimate Targets @LegitTargets]

🚨🇮🇷🇮🇱 BREAKING: ISRAEL plans to BOMB Iranian state television HQ.

I thought this was about Iran’s nuclear potential?

[Megatron @Megatron_ron]

BREAKING:

🇮🇱🇮🇷 Israeli Defense Minister Katz threatens the civilian population of Tehran:

"The residents of Tehran will pay the price, and soon."