🧠 Code keeps changing, but wiki docs don't update themselves. Here's a memory system that automatically detects and self-corrects stale documentation. Title: Building Self-Correcting Memory in OpenWiki URL: OpenWiki links every claim in its wiki to the source code evidence behind it, then detects and repairs staleness whenever that code changes. Three highlights stand out. 📎 Claim-level evidence binding Every wiki assertion is stored explicitly as a "statement" paired with its "evidence" — the exact source location backing it up. Claims and their proof always travel together. 🔍 Deterministic staleness detection The runtime compares the evidence version a claim was written against with the current source version. Any mismatch flags the claim as stale — no model call needed. Stale doesn't mean wrong, just "needs reverification." 📈 Measured self-correction Across 2,000 evaluated claims, stale claims dropped from 80 to 9 (about 89% reduction) and hallucinated claims went from 15 to 0. At one checkpoint, a 17% stale rate recovered to 0% by the next update cycle. Memory systems that can say what they believe and why they believe it. Reframing forgetting as reassessing trust, not deletion, is the key idea here. #AIAgents# #KnowledgeManagement#

📊 Enterprise Trends | AI is only as useful as the information it can actually help you find. That's why I think one of the biggest enterprise conversations around Slack + AI is going to become a conversation about search, knowledge management, permissions and governance. It's not just about turning AI on. It's about understanding where your organization's knowledge lives and how people should be able to access it. If you could connect ONE system into your enterprise search strategy tomorrow, what would it be? #slack# #salesforce# #ai# #enterprise# #futureofwork#

𝗕𝘂𝗶𝗹𝗱 𝘁𝗵𝗲 𝗘𝘃𝗶𝗱𝗲𝗻𝗰𝗲 𝗕𝗮𝗰𝗸𝗯𝗼𝗻𝗲 𝗼𝗳 𝗜𝗻𝗱𝗶𝗮'𝘀 𝗟𝗮𝗿𝗴𝗲𝘀𝘁 𝗘𝘅𝗮𝗺𝗶𝗻𝗮𝘁𝗶𝗼𝗻 𝗕𝗼𝗱𝘆! The National Testing Agency (NTA) is investing in a rigorous, citable research function so that every communication, campaign and leadership message rests on solid evidence. We are inviting applications for the position of 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵𝗲𝗿 at our New Delhi Head Office. If you are a systematic thinker with sharp analytical writing and a fact-checker's discipline, this is your chance to shape the evidence base behind JEE (Main), NEET (UG), CUET, UGC-NET and India's most-watched examinations. 𝗧𝗵𝗲 𝗞𝗲𝘆 𝗗𝗲𝗹𝗶𝘃𝗲𝗿𝗮𝗯𝗹𝗲𝘀: 𝗗𝗲𝘀𝗸 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵 & 𝗙𝗮𝗰𝘁-𝗖𝗵𝗲𝗰𝗸𝗶𝗻𝗴: Conduct literature scans on examinations, education, youth, technology, and public communication; build dossiers, fact sheets, and Q&A; fact-check press releases, scripts, and presentations before release. 𝗣𝗼𝗹𝗶𝗰𝘆 𝗧𝗿𝗮𝗰𝗸𝗶𝗻𝗴 & 𝗕𝗲𝗻𝗰𝗵𝗺𝗮𝗿𝗸𝗶𝗻𝗴: Track policy developments and media narratives; maintain a citation-disciplined research repository; benchmark other examination and testing bodies in India and abroad. 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗟𝗲𝗮𝗱𝗲𝗿𝘀𝗵𝗶𝗽: Lead research programmes underpinning communication strategy, campaigns, and policy notes; produce in-depth reports, benchmarking studies and thought-leadership material; provide the evidence base for op-eds and Ministry/Parliamentary submissions. 𝗣𝗿𝗶𝗺𝗮𝗿𝘆 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵: Design surveys, focus groups, and interviews; oversee synthesis with the Data Analyst; distill feedback into actionable insights. 𝗠𝗲𝗻𝘁𝗼𝗿𝘀𝗵𝗶𝗽 & 𝗩𝗲𝗻𝗱𝗼𝗿 𝗠𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁: Establish research standards and knowledge-management systems; mentor junior contributors and manage external research vendors/academic partners. 𝗪𝗵𝗼 𝗪𝗲 𝗔𝗿𝗲 𝗟𝗼𝗼𝗸𝗶𝗻𝗴 𝗙𝗼𝗿: 𝗘𝗱𝘂𝗰𝗮𝘁𝗶𝗼𝗻: Degree or Master's in public policy, social sciences, economics, journalism, or related field. Portfolio of research/writing samples required. 𝗘𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲: Minimum 3 years in research (policy, think-tank, strategy consulting, media research, academia, or communications research). 𝗦𝗸𝗶𝗹𝗹𝘀: Strong desk-research, source-evaluation and fact-checking; proven ability to design methodology and translate evidence into strategy; excellent analytical writing and rigorous sourcing. 𝗔𝗱𝘃𝗮𝗻𝘁𝗮𝗴𝗲: Working Hindi (including reading Hindi-language sources), knowledge of the education/examination sector, government or public-institution research experience, published research or reports. 𝗟𝗼𝗰𝗮𝘁𝗶𝗼𝗻: New Delhi (NTA Headquarters) 𝗘𝗻𝗴𝗮𝗴𝗲𝗺𝗲𝗻𝘁: Contractual — initially 2 years, renewable 𝗥𝗲𝗺𝘂𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻: As per industry standards; commensurate with experience 𝗟𝗮𝘀𝘁 𝗗𝗮𝘁𝗲 𝘁𝗼 𝗔𝗽𝗽𝗹𝘆: 𝟮𝟭 𝗔𝘂𝗴𝘂𝘀𝘁 𝟮𝟬𝟮𝟲 𝗔𝗽𝗽𝗹𝘆 𝘃𝗶𝗮 𝗲𝗺𝗮𝗶𝗹: dir-admin@nta.gov.in 𝗙𝘂𝗹𝗹 𝗱𝗲𝘁𝗮𝗶𝗹𝘀, 𝗲𝗹𝗶𝗴𝗶𝗯𝗶𝗹𝗶𝘁𝘆 & 𝗮𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗳𝗼𝗿𝗺𝗮𝘁 (𝗔𝗻𝗻𝗲𝘅𝘂𝗿𝗲-𝗜): #NTA# #NationalTestingAgency# #Researcher# #ResearchJobs# #PolicyResearch# #ThinkTank# #PublicPolicy# #Hiring# #JobsInDelhi# #CareersAtNTA# #Communications# #Education#