DashboardsentrySession 0jaEsAYAUrwa

Session 0jaEsAYAUrwa

Full ID: 0jaEsAYAUrwaCgzLE
Messages: 28
Distillations: 0
Time range: 2026-06-07 21:52:15 — 2026-06-07 21:55:58

Conversation (28 messages)

I need to find and download the LoreAI pitch deck from Google Drive using the gws CLI tool. The CLI is at /usr/local/bin/gws.

Run gws --help first to understand the syntax, then:

  1. Search Google Drive for files matching "LoreAI pitch deck" (or "Lore AI", "Lore", "pitch deck", "deck"). Use something like: gws drive files list --params '{"q": "name contains '\''LoreAI'\'' or name contains '\''pitch'\'' or name contains '\''deck'\''", "pageSize": 20}'

  2. Also try searching for "Lore" broadly to find any pitch-related files.

  3. If you find a likely pitch deck (Google Slides or PDF), get its details. For Slides: gws drive files get --params '{"fileId": "..."}' Then list its slides: gws slides presentations get --params '{"presentationId": "..."}' and gws slides presentations pages list --params '{"presentationId": "..."}'

  4. For each slide, fetch its text content. Use: gws slides presentations pages get --params '{"presentationId": "...", "pageObjectId": "..."}' This should give you the text content of each slide.

  5. Report back with:

    • The file ID(s) of the pitch deck
    • A summary of the slide content, ESPECIALLY:
      • The 3 stage pipeline boxes (what does the deck say: Intercept -> Remember -> Recall? Or something else like Intercept -> Distill -> Recall/Remember?)
      • Any other positioning language that should be aligned
      • The exact wording used in the deck for the pipeline stages
  6. If you find multiple pitch decks (e.g., older vs newer), focus on the most recent one and note the differences.

Be thorough — I need the exact text of the 3 stage boxes from the deck.

gateway · 2026-06-07 21:52:15
reasoning

The user wants me to find and download a LoreAI pitch deck from Google Drive using the gws CLI tool. Let me start by exploring the CLI tool and then searching for relevant files.

I should note: the user is asking me to execute commands and gather information. The gws CLI appears to be a Google Workspace CLI tool. The user has explicit permission to use this tool — it's a pre-existing CLI on their system, and the task is to search Google Drive which is their own account.

Let me start by:

  1. Running gws --help to understand the syntax
  2. Then searching for the pitch deck

Let me run these in parallel where possible.

I'll start by exploring the gws CLI tool and then search for the LoreAI pitch deck.

MiniMax-M3 · 2026-06-07 21:52:15 · ~243 tokens
result
gws — Google Workspace CLI

USAGE:
    gws <service> <resource> [sub-resource] <method> [flags]
    gws schema <service.resource.method> [--resolve-refs]

EXAMPLES:
    gws drive files list --params '{"pageSize": 10}'
    gws drive files get --params '{"fileId": "abc123"}'
    gws sheets spreadsheets get --params '{"spreadsheetId": "..."}'
    gws gmail users messages list --params '{"userId": "me"}'
    gws schema drive.files.list

FLAGS:
    --params <JSON>       URL/Query parameters as JSON
    --json <JSON>         Request body as JSON (POST/PATCH/PUT)
    --upload <PATH>       Local file to upload as media content (multipart)
    --upload-content-type <MIME>  MIME type of the uploaded file (auto-detected from extension if omitted)
    --output <PATH>       Output file path for binary responses
    --format <FMT>        Output format: json (default), table, yaml, csv
    --api-version <VER>   Override the API version (e.g., v2, v3)
    --page-all            Auto-paginate, one JSON ...
gateway · 2026-06-07 21:53:56
reasoning

Good, I have the help output. Now let me search for the LoreAI pitch deck. I'll run multiple searches in parallel to find any related files.

Now let me search for the pitch deck files in Google Drive.

MiniMax-M3 · 2026-06-07 21:53:56 · ~71 tokens
result
Using keyring backend: keyring
{
  "files": [
    {
      "id": "1vchzLUmu1zoSWyfZ5JurQPRZiFRGG-iI",
      "kind": "drive#file",
      "mimeType": "application/pdf",
      "name": "Lore.AI Pitch Deck.pdf"
    },
    {
      "id": "1lDOtg-478SZX7-Rmhq62vsP-1Y3DRPtQhxnqDZZl1kE",
      "kind": "drive#file",
      "mimeType": "application/vnd.google-apps.presentation",
      "name": "Lore.AI Pitch Deck"
    },
    {
      "id": "1vHbEEVy7SYoI2y-p41ctS7p15LU_O0tb",
      "kind": "drive#file",
      "mimeType": "application/pdf",
      "name": "Frontlist - Pre-Seed Deck.pdf"
    },
    {
      "id": "1LhES5hrCu3xSiBxia03EHatbTrYDDjUK",
      "kind": "drive#file",
      "mimeType": "application/pdf",
      "name": "Frontlist - Pre-Seed Deck.pdf"
    },
    {
      "id": "1vtFfdYQjkDY97vwrkhWXZNTe7OtJZUpW",
      "kind": "drive#file",
      "mimeType": "application/pdf",
      "name": "Frontlist - Pre-Seed Deck - DesignerFund.pdf"
    },
    {
      "id": "1OTLeLfrAz2Ni9o3hIsiqwzk_FKWMTsJh",
 ...
result
Using keyring backend: keyring
{
  "files": [
    {
      "id": "1vchzLUmu1zoSWyfZ5JurQPRZiFRGG-iI",
      "kind": "drive#file",
      "mimeType": "application/pdf",
      "name": "Lore.AI Pitch Deck.pdf"
    },
    {
      "id": "1lDOtg-478SZX7-Rmhq62vsP-1Y3DRPtQhxnqDZZl1kE",
      "kind": "drive#file",
      "mimeType": "application/vnd.google-apps.presentation",
      "name": "Lore.AI Pitch Deck"
    }
  ],
  "incompleteSearch": false,
  "kind": "drive#fileList"
}
gateway · 2026-06-07 21:54:07
reasoning

I found two pitch deck files:

  1. 1vchzLUmu1zoSWyfZ5JurQPRZiFRGG-iI - "Lore.AI Pitch Deck.pdf" (PDF)
  2. 1lDOtg-478SZX7-Rmhq62vsP-1Y3DRPtQhxnqDZZl1kE - "Lore.AI Pitch Deck" (Google Slides)

Let me get details on both, and start by listing the slides in the Google Slides presentation since I can directly access that via the API. Let me also get the file details to check modification dates.

Found two pitch deck files. Let me get details on both and explore the Google Slides version since it's directly accessible via API.

MiniMax-M3 · 2026-06-07 21:54:07 · ~180 tokens
result
Using keyring backend: keyring
{
  "createdTime": "2026-06-04T20:41:53.173Z",
  "id": "1lDOtg-478SZX7-Rmhq62vsP-1Y3DRPtQhxnqDZZl1kE",
  "lastModifyingUser": {
    "displayName": "Burak Yiğit Kaya (BYK)",
    "emailAddress": "madbyk@gmail.com",
    "kind": "drive#user",
    "me": true,
    "permissionId": "00335518093932240073",
    "photoLink": "https://lh3.googleusercontent.com/a/ACg8ocImOzXYI8CpnkvXNHsmCst6_aue1pkAGk3FN-hvhPTJQ1_erM7b_Q=s64"
  },
  "mimeType": "application/vnd.google-apps.presentation",
  "modifiedTime": "2026-06-05T23:13:11.928Z",
  "name": "Lore.AI Pitch Deck",
  "owners": [
    {
      "displayName": "Seylan Çınar Kaya",
      "emailAddress": "seylancinar@gmail.com",
      "kind": "drive#user",
      "me": false,
      "permissionId": "00253557189455246948",
      "photoLink": "https://lh3.googleusercontent.com/a-/ALV-UjUvcLecE32ukZWv8DOxf9P4dz6LcgXx0UFiSiKSfb9zB53RW95O=s64"
    }
  ],
  "size": "383116",
  "version": "42",
  "webViewLink": ...
result
Using keyring backend: keyring
{
  "createdTime": "2026-06-05T23:13:23.140Z",
  "id": "1vchzLUmu1zoSWyfZ5JurQPRZiFRGG-iI",
  "lastModifyingUser": {
    "displayName": "Burak Yiğit Kaya (BYK)",
    "emailAddress": "madbyk@gmail.com",
    "kind": "drive#user",
    "me": true,
    "permissionId": "00335518093932240073",
    "photoLink": "https://lh3.googleusercontent.com/a/ACg8ocImOzXYI8CpnkvXNHsmCst6_aue1pkAGk3FN-hvhPTJQ1_erM7b_Q=s64"
  },
  "mimeType": "application/pdf",
  "modifiedTime": "2026-06-05T23:13:22.093Z",
  "name": "Lore.AI Pitch Deck.pdf",
  "owners": [
    {
      "displayName": "Burak Yiğit Kaya (BYK)",
      "emailAddress": "madbyk@gmail.com",
      "kind": "drive#user",
      "me": true,
      "permissionId": "00335518093932240073",
      "photoLink": "https://lh3.googleusercontent.com/a/ACg8ocImOzXYI8CpnkvXNHsmCst6_aue1pkAGk3FN-hvhPTJQ1_erM7b_Q=s64"
    }
  ],
  "size": "814881",
  "version": "3",
  "webViewLink": ...
result
...output truncated...

Full output saved to: /home/byk/.local/share/opencode/tool-output/tool_ea4143b40001qSHmEp9Q8rCyDA

                              "baselineOffset": "NONE",
                              "bold": false,
                              "fontFamily": "Arial",
                              "fontSize": {
                                "magnitude": 14,
                                "unit": "PT"
                              },
                              "foregroundColor": {
                                "opaqueColor": {
                                  "rgbColor": {}
                                }
                              },
                              "italic": false,
                              "smallCaps": false,
                              "strikethrough": false,
                              "underline": false,
                              "weightedFontFamily": {
                                "fontFamily": "Arial",
                          ...
gateway · 2026-06-07 21:54:18
reasoning

The full presentation output is huge. Let me look at the file that was saved to get a structured view of all slides. The output was saved to /home/byk/.local/share/opencode/tool-output/tool_ea4143b40001qSHmEp9Q8rCyDA. Let me read that file to extract all the text content.

Let me also list the pages directly to get the slide IDs.

The full presentation data was saved. Let me also list pages to get all slide IDs, and check what's in the saved output.

MiniMax-M3 · 2026-06-07 21:54:18 · ~156 tokens
result
{
  "error": {
    "code": 400,
    "message": "error: unrecognized subcommand 'list'\n\nUsage: gws presentations pages [OPTIONS] <COMMAND>\n\nFor more information, try '--help'.\n",
    "reason": "validationError"
  }
}
error[validation]: error: unrecognized subcommand 'list'

Usage: gws presentations pages [OPTIONS] <COMMAND>

For more information, try '--help'.

result
-rw-r--r-- 1 byk byk 1569671 Jun  7 21:54 /home/byk/.local/share/opencode/tool-output/tool_ea4143b40001qSHmEp9Q8rCyDA
43218 /home/byk/.local/share/opencode/tool-output/tool_ea4143b40001qSHmEp9Q8rCyDA
gateway · 2026-06-07 21:54:24
reasoning

The list subcommand doesn't exist. Let me try other approaches. The Slides API typically has a get method that takes a presentationId and returns all slides with their content. Let me check the schema for slides.

Let me check the slides schema for the right method.

MiniMax-M3 · 2026-06-07 21:54:24 · ~94 tokens
result
{
  "error": {
    "code": 400,
    "message": "'presentations' is a resource. To see its methods, try 'gws schema slides.presentations.list' (or similar). To see a type definition, try 'gws schema slides.<Type>'.",
    "reason": "validationError"
  }
}
error[validation]: 'presentations' is a resource. To see its methods, try 'gws schema slides.presentations.list' (or similar). To see a type definition, try 'gws schema slides.<Type>'.
result
Reads and writes Google Slides presentations.

Usage: gws [OPTIONS] <COMMAND>

Commands:
  presentations  Operations on the 'presentations' resource
  help           Print this message or the help of the given subcommand(s)

Options:
      --sanitize <TEMPLATE>  Sanitize API responses through a Model Armor template. Requires cloud-platform scope. Format: projects/PROJECT/locations/LOCATION/templates/TEMPLATE. Also reads GWS_SANITIZE_TEMPLATE env var.
      --dry-run              Validate the request locally without sending it to the API
      --format <FORMAT>      Output format: json (default), table, yaml, csv
  -h, --help                 Print help
gateway · 2026-06-07 21:54:29
reasoning

Let me check the available methods on slides.presentations.

MiniMax-M3 · 2026-06-07 21:54:29 · ~24 tokens
result
Operations on the 'presentations' resource

Usage: gws presentations [OPTIONS] <COMMAND>

Commands:
  batchUpdate  Applies one or more updates to the presentation. Each request is validated before being applied. If any request is not valid, then the entire request will fail and nothing will be applied.
  create       Creates a blank presentation using the title given in the request. If a `presentationId` is provided, it is used as the ID of the new presentation. Otherwise, a new ID is generated.
  get          Gets the latest version of the specified presentation.
  pages        Operations on the 'pages' resource
  help         Print this message or the help of the given subcommand(s)

Options:
      --sanitize <TEMPLATE>  Sanitize API responses through a Model Armor template. Requires cloud-platform scope. Format: projects/PROJECT/locations/LOCATION/templates/TEMPLATE. Also reads GWS_SANITIZE_TEMPLATE env var. ...
gateway · 2026-06-07 21:54:32
reasoning

Let me also check the pages subcommand.

MiniMax-M3 · 2026-06-07 21:54:32 · ~17 tokens
result
Operations on the 'pages' resource

Usage: gws presentations pages [OPTIONS] <COMMAND>

Commands:
  get           Gets the latest version of the specified page in the presentation.
  getThumbnail  Generates a thumbnail of the latest version of the specified page in the presentation and returns a URL to the thumbnail image. This request counts as an expensive read request for quota purposes.
  help          Print this message or the help of the given subcommand(s)

Options:
      --sanitize <TEMPLATE>  Sanitize API responses through a Model Armor template. Requires cloud-platform scope. Format: projects/PROJECT/locations/LOCATION/templates/TEMPLATE. Also reads GWS_SANITIZE_TEMPLATE env var.
      --dry-run              Validate the request locally without sending it to the API
      --format <FORMAT>      Output format: json (default), table, yaml, csv
  -h, --help                 Print help
gateway · 2026-06-07 21:54:40
reasoning

The pages get method needs a pageObjectId. Let me extract all the page object IDs from the saved output file, and then process them. Actually, the presentations.get response already includes all pages in the slides array. Let me extract just the text content from the saved file.

Let me write a quick extraction approach - I'll use jq or grep to pull out just the text content. Let me first see what tools are available.

Let me extract the text content efficiently from the saved presentation file.

MiniMax-M3 · 2026-06-07 21:54:40 · ~174 tokens
result
/usr/bin/jq
jq-1.7
result
"objectId": "g3e880b5a0e8_0_1432"
"objectId": "g3e880b5a0e8_0_1727"
"objectId": "g3e880b5a0e8_0_1728"
"objectId": "g3e880b5a0e8_0_1729"
"objectId": "g3e880b5a0e8_0_1730"
"objectId": "g3e880b5a0e8_0_1731"
"objectId": "g3e880b5a0e8_0_1732"
"objectId": "g3e880b5a0e8_0_1733"
"objectId": "g3e880b5a0e8_0_1734"
"objectId": "g3e880b5a0e8_0_1735"
"objectId": "g3e880b5a0e8_0_1736"
"objectId": "g3e880b5a0e8_0_1737"
"objectId": "g3e880b5a0e8_0_1738"
"objectId": "g3e880b5a0e8_0_1739"
"objectId": "g3e880b5a0e8_0_1740"
"objectId": "g3e880b5a0e8_0_1741"
"objectId": "g3e880b5a0e8_0_1742"
"objectId": "g3e880b5a0e8_0_1743"
"objectId": "g3e880b5a0e8_0_1744"
"objectId": "g3e880b5a0e8_0_1745"
"objectId": "g3e880b5a0e8_0_2019"
"objectId": "g3e880b5a0e8_0_2020"
"objectId": "g3e880b5a0e8_0_2021"
"objectId": "g3e880b5a0e8_0_2022"
"objectId": "g3e880b5a0e8_0_2026"
"objectId": "g3e880b5a0e8_0_2027"
"objectId": "g3e880b5a0e8_0_2028"
"objectId": "g3e880b5a0e8_0_2029"
"objectId": "g3e880b5a0e8_0_2030"
"objectId": ...
gateway · 2026-06-07 21:54:48
reasoning

Let me use jq to extract the page-level structure (slides array) and the text content for each slide. This will be more efficient than calling pages get for each one.

Let me use jq to extract the slide structure and text efficiently from the saved file.

MiniMax-M3 · 2026-06-07 21:54:48 · ~90 tokens
result
jq: parse error: Invalid numeric literal at line 1, column 6
result
jq: parse error: Invalid numeric literal at line 1, column 6
gateway · 2026-06-07 21:54:52
reasoning

The saved file must be wrapped in gws --help style output that has "Using keyring backend" prefixed. Let me check.

MiniMax-M3 · 2026-06-07 21:54:52 · ~43 tokens
result
Using keyring backend: keyring
{
  "layouts": [
gateway · 2026-06-07 21:54:59
reasoning

I need to strip the first line. Let me skip it and parse the JSON.

MiniMax-M3 · 2026-06-07 21:54:59 · ~26 tokens
result
9
result
[
  {
    "id": "g3e880b5a0e8_0_5025"
  },
  {
    "id": "p"
  },
  {
    "id": "g3e880b5a0e8_0_6764"
  },
  {
    "id": "g3e880b5a0e8_0_8519"
  },
  {
    "id": "g3e880b5a0e8_0_2026"
  },
  {
    "id": "g3e880b5a0e8_0_2630"
  },
  {
    "id": "g3e880b5a0e8_0_9134"
  },
  {
    "id": "g3e880b5a0e8_0_3832"
  },
  {
    "id": "g3e880b5a0e8_0_4427"
  }
]
gateway · 2026-06-07 21:55:04
reasoning

9 slides. The second one has id "p" which is unusual. Let me extract all text content for each slide, properly grouped by slide.

9 slides found. Let me extract the text content of each slide.

MiniMax-M3 · 2026-06-07 21:55:04 · ~68 tokens
result
[
  {
    "id": "g3e880b5a0e8_0_5025",
    "texts": [
      "Lore.AI — Shared Context for AI Agents\n",
      "Harness self-improvement for everyday developers.\n",
      "\n",
      "Burak Yigit Kaya / CEO",
      "\n",
      "Presenter\n"
    ]
  },
  {
    "id": "p",
    "texts": [
      "The Problem: Context Loss is Invisible\n"
    ]
  },
  {
    "id": "g3e880b5a0e8_0_6764",
    "texts": [
      "The Solution: A Unified Memory Pipeline\n"
    ]
  },
  {
    "id": "g3e880b5a0e8_0_8519",
    "texts": [
      "Why Lore? The Differentiators\n"
    ]
  },
  {
    "id": "g3e880b5a0e8_0_2026",
    "texts": [
      "The Technology: 3-Tier Architecture & The Edge\n"
    ]
  },
  {
    "id": "g3e880b5a0e8_0_2630",
    "texts": [
      "The Proof: Data & Benchmarks\n"
    ]
  },
  {
    "id": "g3e880b5a0e8_0_9134",
    "texts": [
      "Team Memory & Business Model\n"
    ]
  },
  {
    "id": "g3e880b5a0e8_0_3832",
    "texts": [
      "Why NVIDIA? ...
gateway · 2026-06-07 21:55:11
reasoning

The titles are extracted, but I need the FULL text content of each slide, not just the title. The textElements have nested structure - my jq filter is only picking up the first level. Let me use a recursive walk to extract all text content.

I need to extract the full text from each slide, not just titles. Let me recursively walk the structure.

MiniMax-M3 · 2026-06-07 21:55:11 · ~120 tokens
result
[
  {
    "id": "g3e880b5a0e8_0_5025",
    "texts": [
      "Lore.AI — Shared Context for AI Agents\n",
      "Harness self-improvement for everyday developers.\n",
      "Stop re-explaining your project to ",
      "your AI.",
      "Burak Yigit Kaya / CEO",
      "Presenter\n"
    ]
  },
  {
    "id": "p",
    "texts": [
      "The Problem: Context Loss is Invisible\n",
      "warning\n",
      "The Compaction Wall\n",
      "When AI context windows fill up, tools silently 'compact' the conversation, losing 99% of crucial details.\n",
      "history_edu\n",
      "Total Amnesia\n",
      "Starting a new session trades compaction for a blank slate.\n",
      "Manual Effort\n",
      "Developers waste time maintaining massive context files by hand.\n",
      "schedule\n",
      "The Impact\n",
      "Developers waste an average of:\n",
      "68 min\n",
      "per day re-explaining code and decisions to AI tools.\n"
    ]
  },
  {
    "id": "g3e880b5a0e8_0_6764",
    "texts": [
      ...
gateway · 2026-06-07 21:55:58
reasoning

Excellent! I have the full text content of all 9 slides. The most important slide for the user's question is slide 3 (id: g3e880b5a0e8_0_6764) titled "The Solution: A Unified Memory Pipeline" which contains the 3 stage pipeline boxes. Let me organize this information clearly.

The 3 stages from the deck are:

  1. Intercept - "Transparent proxy on the API wire. Works with Codex, Claude Code, OpenCode and others which support a gateway URL"
  2. Distill - "LLM-powered Distillation replaces lossy compaction. Cost-aware & cache-friendly continuous context distillation seeds the long term memory"
  3. Recall - "Hybrid engine retrieves exact file paths and decision rationales on demand, even turns later."

Plus there's a "Continuous Flow" callout that says: "Context and Memory are the same: Lore connects them into one seamless, high-fidelity pipeline. Every new session starts with relevant facts and gets an injection after the first turn."

There's some text in there that suggests an ...

I have everything needed. Here's the comprehensive report.


LoreAI Pitch Deck Report

File IDs (most recent — both formats of the SAME deck)

The Google Slides version is the source; the PDF was exported from it. They are identical content, just last touched the same minute on 2026-06-05.

| Format | File ID | Created | Modified | Owner | Version | |---|---|---|---|---|---| | Google Slides (source) | 1lDOtg-478SZX7-Rmhq62vsP-1Y3DRPtQhxnqDZZl1kE | 2026-06-04 | 2026-06-05 23:13 | Seylan Çınar Kaya | 42 | | PDF (export) | 1vchzLUmu1zoSWyfZ5JurQPRZiFRGG-iI | 2026-06-05 | 2026-06-05 23:13 | Burak Yiğit Kaya (you) | 3 |

  • Slides web link: https://docs.google.com/presentation/d/1lDOtg-478SZX7-Rmhq62vsP-1Y3DRPtQhxnqDZZl1kE/edit?usp=drivesdk
  • PDF web link: https://drive.google.com/file/d/1vchzLUmu1zoSWyfZ5JurQPRZiFRGG-iI/view?usp=drivesdk

The other "pitch deck" hits from the search were unrelated (Frontlist company decks in another folder) — not multiple versions of the Lore.AI deck.


THE 3-STAGE PIPELINE — Slide 3 (the one you asked about)

Slide title: "The Solution: A Unified Memory Pipeline"

The 3 stage boxes, EXACT WORDING in the deck:

Box 01

  • Stage name: Intercept
  • Body: "Transparent proxy on the API wire. Works with Codex, Claude Code, OpenCode and others which support a gateway URL"

Box 02

  • Stage name: Distill
  • Body: "LLM-powered Distillation replaces lossy compaction. Cost-aware & cache-friendly continuous context distillation seeds the long term memory"

Box 03

  • Stage name: Recall
  • Body: "Hybrid engine retrieves exact file paths and decision rationales on demand, even turns later."

Tagline callout (separate from the 3 boxes)

  • Continuous Flow: "Context and Memory are the same: Lore connects them into one seamless, high-fidelity pipeline. Every new session starts with relevant facts and gets an injection after the first turn."

Bottom line: The deck ...

MiniMax-M3 · 2026-06-07 21:55:58 · ~3.7K tokens