Tom Langridge
Co-founder of Fastio and VividEngine
Tom Langridge is the co-founder of Fastio and VividEngine. He has spent 20 years building technology companies and products used by more than 100 million people. At Fastio, he focuses on shared workspaces where people and AI agents can securely store, search, share, and collaborate on files.
Latest guides by Tom Langridge
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How to Connect Microsoft AutoGen Agents to S3 Storage
An AutoGen S3 connector is a registered tool or interface enabling Microsoft AutoGen conversational agents to read, store, and reference files in S3-compatible cloud storage. Relying on raw object storage buckets forces multi-agent group chats to pull unindexed file payloads across conversational turns, triggering context window amplification. By coupling cloud storage with an indexed Fast.io workspace, AutoGen teams execute hybrid semantic search and write persistent outputs over remote MCP.
Claude Google Drive Not Working: Troubleshooting Guide and Workarounds
When Claude Google Drive is not working, connection failures typically stem from expired OAuth credentials, Google Workspace admin policies, or context limits on large files. While resetting authorization resolves temporary drops, standard connectors cannot overcome the limits of dumping raw file text into prompts. Teams can keep Google Drive while importing files into an indexed workspace, querying documents via remote MCP search.
Claude Pro Limits: Message Caps, Usage Resets, and Large-Corpus Solutions
Claude Pro limits grant subscribers 5x more usage than the free tier, with roughly 45 messages every 5 hours on flagship models. While chat conversations accept up to 20 files at 500MB each and Projects support unlimited files up to 30MB within context memory, large document libraries quickly exhaust prompt tokens. Teams managing extensive corpora connect Claude to indexed Fast.io workspaces via MCP to search files on demand.
Cloud Storage for Lawyers: Matter Workspaces and Case File Management
Cloud storage for lawyers provides encrypted, remote-accessible digital workspaces configured with matter-level isolation, access controls, and defensible audit logs tailored for legal work product. Standard consumer cloud tools create version collisions, lack client-specific partitioning, and struggle with large discovery files. By using matter-centric workspaces with granular permissions, durable shares, and metadata extraction, firms keep case records secure and audit-ready.
CrewAI S3 Connector: Managing Shared Cloud Storage for Multi-Agent Crews
A CrewAI S3 connector is a tool integration that allows CrewAI multi-agent crews to access, search, and write files to S3 cloud storage buckets during task execution. When agents read raw files directly from object storage, redundant downloads and context bloat degrade crew reasoning. By coupling S3 with an indexed Fast.io workspace over the Model Context Protocol, crews query indexed chunks with citations instead of loading entire buckets into context.
Gemini 1.5 Pro Context Window: 2M Limits, Latency, and Workspace RAG
The Gemini 1.5 Pro context window offers 2,097,152 tokens of input capacity, processing audio, video, and text in a single prompt. While large-scale prompts handle massive one-off document analysis, production workloads face latency spikes and tiered API pricing when prompts expand. Pairing Gemini with an indexed workspace over MCP delivers lower latency and predictable costs.
Google AI Studio Context Window: Token Limits, File Uploads, and Persistent Storage
The Google AI Studio context window supports massive token capacities alongside a generous file upload ceiling via the Files API. While this capacity enables analysis of extensive codebases and media, files expire after 48 hours and prompt sessions lack persistent state. Engineering teams require dedicated workspaces to manage version history and search large corpora across sessions.
How Law Firms Structure Document Collaboration for Drafting and Redlines
Law firm document collaboration encompasses the systems and processes that enable attorneys, paralegals, and outside parties to co-author, redline, and revise legal instruments with strict version control and immutable change histories. When teams draft briefs or negotiate agreements, disjointed email attachments cause overwritten clauses and leaked metadata. Structured practices prevent collisions by isolating active drafts, using granular permissions, and logging every file revision.
Legal Client Portal Software: Secure Document Exchange and Client Workspaces
Legal client portal software provides secure, branded web environments where clients review case documents, upload records, and communicate with legal teams without email attachments. This guide examines how law firms structure client workspaces, eliminate login barriers, handle massive discovery files, and select between practice management add-ons and dedicated document portals.
OpenAI File Size Limits: API Endpoints, Whisper, and Workarounds
OpenAI file size limits vary by endpoint, from 512 MB on the Files API to 25 MB on Whisper speech-to-text. While individual files have hard caps, token ceilings and storage quotas create additional operational bottlenecks. Understanding these constraints helps engineering teams structure preprocessing pipelines or offload large corpora to external searchable workspaces.
How to Connect Wasabi Hot Cloud Storage to AI Agents via MCP Server
Connecting to a Wasabi MCP server gives AI agents structured tool access to cloud storage buckets without exposing static API keys. By pairing Wasabi hot storage with Fast.io workspaces, teams eliminate the token waste of raw bucket dumps and add fast semantic search across large document archives.
How to Connect ChatGPT to OneDrive: Setup & Architecture
Connecting ChatGPT to OneDrive allows language models to search, summarize, and cross-reference personal and business documents without manual file downloads. While native connectors allow single-file retrieval, agent workflows across nested folders trigger Microsoft Graph rate limits or fail on Files-On-Demand placeholders. Syncing OneDrive folders into an indexed Fastio workspace lets agents run hybrid search across full directories with fewer tool calls.