Latest updates: Sat 05/30/2026 4:07:41.02

Latest updates: Thu 05/28/2026 13:53:47.72

Deploy RAG Chatbot to Hugging Face Spaces

Enforce strict rule: all leaves taken during probation are unpaid

Fix intent map: compound keywords, follow-up starters, prorata robustness

Fix prorata and single-word HR term retrieval robustness

Fix inconsistent leave and per-annum responses

Update RAG application

Update system prompt to handle 'ok' and 'okay' with a shorter acknowledgment

Update LLM system prompt: Add FORMAT E for structured multi-level topics

Replace all em dashes with hyphens in llm.py

Fix acceptability retrieval; shorten redirect responses

Fix retrieval for prorata queries

Improve bot: self-identity, non-English redirect, privacy-tone for personal data, no hallucination on people/org, varied fallbacks

fix(llm): stop AI from addressing the user by name

Fix: Broad HR queries + Anti-hallucination hardening (no fake careers page)

Fix: Conversational Intelligence - Natural greetings, varied responses, no robot loop

Production Intelligence: Graceful Guidance + Full Intent Coverage + Urdu Support

Upgrade: Hybrid Intelligence (LLM Query Rewriter + Local Expansion)

Upgrade: Intelligence & Reasoning (Added Format D + Expanded Intent Map)

Fix follow-up typo handling (then/them) + prevent specific leave type listing other types

Hardening RAG Intelligence: Restoration of perfect format decision table, optimized thresholds, and query expansion logic for GPT-4o-mini

feat: institutional-grade intelligence upgrade with hybrid expansion, logical deduction, and core reference data

Restore: Revert codebase to stable May 14th 6 PM state

feat: hardcode leave entitlements in system prompt for guaranteed completeness

feat: reach 100% intelligence with broader retrieval and mandatory deduction rules

feat: improve list completeness and add conclusion logic

feat: further intelligence boost via multi-intent matching and relaxed rerank thresholds

feat: increase HR assistant intelligence via logical deduction and broader retrieval

Add OpenAI integration while preserving stable intelligence - 2026-05-15 18:05

Restore to latest backup from 13 May - 2026-05-15 17:56

Polish: Add step numbers to structured list format

Intelligence: Remove all hardcoded format rules, let LLM choose format by intent

Fix: Disable stale cache, add ul/li CSS reset, unify post-processing with _clean_html

Conciseness: Enforce 3-point limit for leaves and ignore secondary clauses

Intelligence: Concise-first prompt, context filtering, smart format selection

Refactor: Remove hardcoded topic defaults - make LLM fully context-driven

Intelligence: Add Format D for yes/no, consequence, and conversational questions

Fix: Apply br cleanup to OpenAI caller (active provider)

Fix: Remove stray <br> before </li> and collapse double <br> in output

Restore: Premium HTML list formatting for structured responses

Fix: Prioritize original query and enhance compound word analyzer for prorata

Fix: LLMService initialization TypeError and provider synchronization

Upgrade: Professional intelligent retrieval pipeline with robust tokenization and LLM query expansion

Add br between list items for vertical spacing

Fix list spacing: compact single-line prompt example + thorough br/whitespace cleanup inside ul/ol

Strip stray br tags after ul/ol opening tags to remove top space in lists

Remove leading space in chat bubbles via CSS margin fix and lstrip post-processing

Fix full stops, consistent Format B for leave queries, unpaid leave retrieval

Cap Format C at 4 lines, restore leave-name = count only intent