Sam Beera (@sam_beera) header
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AI Practitioner | Entrepreneur |Continuous Learner | Angler-Kayaker - All tweets are my personal views only

Joined June 2014
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Booked my #FordMaverick on day one in 2021, waited till 2022 to take delivery, and loved every mile. But silence on my last post since Friday is disappointing. This isn't just a minor issue—a factory defect in the 12V terminal eyelet design under the seat sparked, dropped BJB voltage to 3V, and killed the original battery. Now @Ford Franklin, MA has hit me with a cascading $5,500 total repair bill: • $2,200 for a 12 v battery replacement, & check-engine diagnostics caused by the failure, along with TPS battery • $3,300 for the entire main terminal cable replacement All of this stems directly from a manufacturing design defect in the high-current terminal layout. @Ford @jimfarley98—early reservation holders shouldn't foot a $5.5K bill for a dangerous electrical flaw. Please step up and make this right! #Ford #CustomerService
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I've been running a coding agent entirely on my own hardware. The model turned out to be the easy part. The setup: OpenAI's Codex CLI on a Windows PC, a small Python proxy, and open-weight models in LM Studio on a 64 GB Mac Studio. Prompts and code never leave my network, and there's no per-token bill. It broke three ways, and none was fixed by a better model: → Compaction timed out. The Mac needs about 4 minutes to reread 50K tokens, and timeouts tuned for the cloud gave up first. → Asked for a "handoff summary", the model tried to save it as a file, which broke the server's output parser. → The file-editing tool was silently dropped, because the local server didn't support its type. Every fix landed in a layer around the model: configuration, a proxy acting as a policy gateway, and rules for the agent. For leaders weighing local agents: open weights are free; reliable agents are not. Budget for the harness. The full architecture, key configs and lessons are on Substack: [lnkd.in/gKn5-CKF] #AIAgents #LocalAI #EnterpriseArchitecture
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We're giving away a Hogwarts Legacy custom wrapped NVIDIA GeForce RTX 5090 to celebrate its official release with DLSS 5 🪄 To enter: 🟢 Share this post 🟢 Comment #RTXON Terms and Conditions: nvidia.com/en-us/geforce/con…
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Grok confirms the issue - @Ford , @jimfarley98 , #CustomerSatisfaction #FordDealers - **The post is from @sam_beera**, an early 2022 Ford Maverick owner who reserved in 2021 and took delivery in 2022, complaining of a sparking 12V terminal eyelet defect under the seat that dropped BJB voltage to 3V and killed the battery, resulting in a $5,500 dealer repair quote split between battery/diagnostics and main terminal cable replacement. - **This matches Ford TSB 22-2340 exactly**, which covers 2022 Maverick hybrids built on or before May 13, 2022, for no-crank/no-start issues due to a loose or detached eyelet solder connection (C1617E) on the battery cable assembly, with the recommended fix being full replacement of the 14290 wiring harness. - **Owners of early Mavericks have reported identical electrical failures** on forums, often requiring cable harness replacement; affected vehicles may qualify for warranty or customer satisfaction coverage depending on build date and mileage, though out-of-warranty costs for parts and labor frequently reach thousands.
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Reserved my Maverick in ’21, delivered in ’22 & loved it. But a defective 12V terminal eyelet connection sparked, dropped BJB voltage to 3V, cut vehicle power & fried the battery. Ford Franklin, MA wants $3.5k to replace the cable! @Ford @jimfarley98 please help make this right!
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Unity in action! 🇮🇳⛪️ Join ICD Boston ’26 as we bring together Syro-Malabar, Catholic, Evangelical, & Pentecostal fellowships. 📅 July 11 | 4 PM 📍 Burlington, MA ✨ Music | Culture | Dinner Register now: 🎟👇 🔗 forms.gle/1ef89ggrHCKfRLTw7 #ICDBoston #IndianChristianDay
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He is risen & coming soon as King. Happy Easter
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The cross is the ultimate symbol of immense love,reminding us that even in our darkest moments, faith brings peace. By the cross, we understand both the depth of sin and the greatness of God’s love.Good Friday teaches us a powerful truth: love is stronger than suffering.
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Why is the US lagging behind in the Open Source Models ? This is highly concerning #LLMs youtu.be/EpQHlp6CE-w?si=gmMW…
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